{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "乐学偶得版权所有 lexueoude.com 公众号：乐学FinTech"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAQIECgnUCna2hkyF2vmzzNXX/1OIH7oXWAtI3Yfdj1+DBAgQIECAQEABAWDAoSiJAAECBM4RqBX03VcfIeyIUMO9iZ/HEHDfjTFnXRIgQIAAAQJtCAgA25iTKgkQIECggEDvgd8cuNz3KIApcNNYggABAgQIECBAgEAHAgLADoaoBQIECBBIC9wHYumj9r8SLWSLVs9+WWcSIECAAAECBAgQIFBKQABYStI6BAgQIBBGoHboNzcqaAsz7tMKOeO+Oq0ZFyJAgAABAgQIEBhKQAA41Lg1S4AAgX4FSoczt4Cv9Lr9TqC/zsy+v5nqiAABAgQIECAwqoAAcNTJ65sAAQKdCJQIaW5hXyck2jgocOSeci8dxHc6AQIECBAgQIBAFQEBYBVWixIgQIBATYEjAc1c19GQ5uj5NW2svU/g6D01X9V9sc/eWQQIECBAgAABAvUFBID1jV2BAAECBAoJHAlphDOFhtDhMkfuq3uOtXXcf/dSfiZAgAABAgQIEDhbQAB4trjrESBAgMAugbVwJbWg0CUl4/mzBZbuX/fn2VNwPQIECBAgQIDAuAICwHFnr3MCBAh0KVAyVFkKbbpE09QlArf7q+Q9e0kjLkqAAAECBAgQIBBe4D/hK1QgAQIECBDIEJhDlDOClDOukdGuQwoKXD3TWxBYsCVLESBAgAABAgQIEPggYAfgBw4PCBAgQKA1gVrhjVCmtTvhWL0595F74pixswkQIECAAAECBK4TEABeZ+/KBAgQIFBA4BbK5AQ4Ry93xjWO1uj8egJb53+7N+tVZGUCBAgQIECAAAECeQICwDwnRxEgQIDAxQJz+LIWqNy/tjWoeWztfq3H1zwmkCtwfx+u3VP3x+Wu7TgCBAgQIECAAAECWwQEgFu0HEuAAAEClwo8CwFvxR0JW1LnCmluuv7eI+D+2aPmHAIECBAgQIAAgVICAsBSktYhQIAAgVMEckPAVDGpgC91vOcJECBAgAABAgQIECDQuoBvAW59guonQIDAgAJ2Uw04dC0TIECAAAECBAgQILBbQAC4m86JBAgQIHClwBwCnhUEnnWdKz1dmwABAgQIECBAgACBfgV8BLjf2eqMAAECQwjch3M1Pt57v/4QoJokQIAAAQIECBAgQKA7AQFgdyPVEAECBMYVWAvr9oSDa+uNq6xzAgQIECBAgAABAgRaExAAtjYx9RIgQIDALgFh3i42JxEgQIAAAQIECBAg0IGA3wHYwRC1QIAAAQIECBAgQIAAAQIECBAgQCAlIABMyXieAAECBAgQIECAAAECBAgQIECAQAcCAsAOhqgFAgQIECBAgAABAgQIECBAgAABAikBAWBKxvMECBAgQIAAAQIECBAgQIAAAQIEOhAQAHYwRC0QIECAAAECBAgQIECAAAECBAgQSAkIAFMynidAgAABAgQIECBAgAABAgQIECDQgYAAsIMhaoEAAQIECBAgQIAAAQIECBAgQIBASkAAmJLxPAECBAgQIECAAAECBAgQIECAAIEOBASAHQxRCwQIECBAgAABAgQIECBAgAABAgRSAgLAlIznCRAgQIAAAQIECBAgQIAAAQIECHQgIADsYIhaIECAAAECBAgQIECAAAECBAgQIJASEACmZDxPgAABAgQIECBAgAABAgQIECBAoAMBAWAHQ9QCAQIECBAgQIAAAQIECBAgQIAAgZSAADAl43kCBAgQIECAAAECBAgQIECAAAECHQi8dtCDFggQIECAQDWBafq49Nvbx8ceESBAgAABAgQIECBAILqAHYDRJ6Q+AgQIEAgl8BgIhipOMQQIECBAgAABAgQIEFgQEAAuoHiKAAECBAgQIECAAAECBAgQIECAQC8CAsBeJqkPAgQIEDhNwC7A06hdiAABAgQIECBAgACBAgICwAKIliBAgAABAgQIECBAgAABAgQIECAQVUAAGHUy6iJAgACBEAKpL/2wCzDEeBRBgAABAgQIECBAgECGgAAwA8khBAgQIEBgSUAIuKTiOQIECBAgQIAAAQIEogkIAKNNRD0ECBAgEE4gtQswXKEKIkCAAAECBAgQIECAwIKAAHABxVMECBAgQOBRIBUC2gX4KOUxAQIECBAgQIAAAQLRBASA0SaiHgIECBAgQIAAAQIECBAgQIAAAQIFBQSABTEtRYAAAQJ9C9gF2Pd8dUeAAAECBAgQIECgVwEBYK+T1RcBAgQIECBAgAABAgQIECBAgACBdwEBoNuAAAECBAhsELALcAOWQwkQIECAAAECBAgQCCEgAAwxBkUQIECAAAECBAgQIECAAAECBAgQqCMgAKzjalUCBAgQ6FjALsCOh6s1AgQIECBAgAABAh0KCAA7HKqWCBAgQOA6gWm67tquTIAAAQIECBAgQIAAgSUBAeCSiucIECBAgMATgdQuwCeneZkAAQIECBAgQIAAAQKnCwgATyd3QQIECBDoRSAVAtoF2MuE9UGAAAECBAgQIECgDwEBYB9z1AUBAgQIECBAgAABAgQIECBAgACBRQEB4CKLJwkQIECAQJ6AXYB5To4iQIAAAQIECBAgQOA6AQHgdfauTIAAAQIECBAgQIAAAQIECBAgQKC6gACwOrELECBAgEDvAnYB9j5h/REgQIAAAQIECBBoW0AA2Pb8VE+AAAECwQV8IUjwASmPAAECBAgQIECAwAACAsABhqxFAgQIEKgvkNoFWP/KrkCAAAECBAgQIECAAIF1AQHguo9XCRAgQIDAYQG7AA8TWoAAAQIECBAgQIAAgQMCAsADeE4lQIAAAQL3AnYB3mv4mQABAgQIECBAgACBKAICwCiTUAcBAgQIdCGQCgHtAuxivJogQIAAAQIECBAg0KSAALDJsSmaAAECBAgQIECAAAECBAgQIECAQJ6AADDPyVEECBAgQCBbwC7AbCoHEiBAgAABAgQIECBwgoAA8ARklyBAgAABAgQIECBAgAABAgQIECBwlYAA8Cp51yVAgACBrgXsAux6vJojQIAAAQIECBAg0JSAALCpcSmWAAECBHoQ8IUgPUxRDwQIECBAgAABAgTaERAAtjMrlRIgQIBAYwKpXYCNtaFcAgQIECBAgAABAgQaFxAANj5A5RMgQIBAbIFUCGgXYOy5qY4AAQIECBAgQIBATwICwJ6mqRcCBAgQIECAAAECBAgQIECAAAECDwICwAcQDwkQIECAQGkBuwBLi1qPAAECBAgQIECAAIEtAgLALVqOJUCAAAECBAgQIECAAAECBAgQINCYgACwsYEplwABAgTaFLALsM25qZoAAQIECBAgQIBADwICwB6mqAcCBAgQIECAAAECBAgQIECAAAECCQEBYALG0wQIECBAoLSAXYClRa1HgAABAgQIECBAgECOgAAwR8kxBAgQIECgssA0Vb6A5QkQIECAAAECBAgQGFZAADjs6DVOgAABAlcIpHYBXlGLaxIgQIAAAQIECBAgMIaAAHCMOeuSAAECBAIJpEJAuwADDUkpBAgQIECAAAECBDoSEAB2NEytECBAgAABAgQIECBAgAABAgQIEHgUEAA+inhMgAABAgROELAL8ARklyBAgAABAgQIECBA4LeAANCNQIAAAQIECBAgQIAAAQIECBAgQKBjAQFgx8PVGgECBAjEFrALMPZ8VEeAAAECBAgQIECgFwEBYC+T1AcBAgQIECBAgAABAgQIECBAgACBBQEB4AKKpwgQIECAwFkCdgGeJe06BAgQIECAAAECBMYVEACOO3udEyBAgEBwgWkKXqDyCBAgQIAAAQIECBBoQkAA2MSYFEmAAAECPQukdgH23LPeCBAgQIAAAQIECBA4T0AAeJ61KxEgQIAAgaRAKgS0CzBJ5gUCBAgQIECAAAECBDIFBICZUA4jQIAAAQIECBAgQIAAAQIECBAg0KKAALDFqamZAAECBLoUsAuwy7FqigABAgQIECBAgMDlAgLAy0egAAIECBAgQIAAAQIECBAgQIAAAQL1BASA9WytTIAAAQIENgvYBbiZzAkECBAgQIAAAQIECDwREAA+AfIyAQIECBAgQIAAAQIECBAgQIAAgZYFBIAtT0/tBAgQINClgF2AXY5VUwQIECBAgAABAgQuExAAXkbvwgQIECBAYLvANG0/xxkECBAgQIAAAQIECIwtIAAce/66J0CAAIGgAqldgEHLVRYBAgQIECBAgAABAoEFBICBh6M0AgQIEBhbIBUC2gU49n2hewIECBAgQIAAAQJbBQSAW8UcT4AAAQIECBAgQIAAAQIECBAgQKAhAQFgQ8NSKgECBAiMJ2AX4Hgz1zEBAgQIECBAgACB0gICwNKi1iNAgAABAgQIECBAgAABAgQIECAQSEAAGGgYSiFAgAABAksCdgEuqXiOAAECBAgQIECAAIFcAQFgrpTjCBAgQIAAAQIECBAgQIAAAQIECDQoIABscGhKJkCAAIHxBOwCHG/mOiZAgAABAgQIECBQSkAAWErSOgQIECBA4CKBabrowi5LgAABAgQIECBAgEATAgLAJsakSAIECBAg8PKS2gXIhgABAgQIECBAgAABAmsCr2sveo0AAQIECBCIJTCHgEs7/ubnBIRlZ/Xz0+dDC77++nHofCcTIECAAAECBAgQKCVgB2ApSesQIECAAAECBAgQIECAAAECBAgQCCggAAw4FCURIECAAIE1gdROv6WdgWvreI0AAQIECBAgQIAAgTEEBIBjzFmXBAgQIECAAAECBAgQIECAAAECgwoIAAcdvLYJECBAoG0BuwDbnp/qCRAgQIAAAQIECJwp4EtAztR2LQIECBAgcIKALwQ5AdklCAQSOPqFNfet+PKaew0/EyBAgACBfgTsAOxnljohQIAAgcEEUrsAB2PQLgECBAgQIECAAAECTwQEgE+AvEyAAAECBFoU8IUgLU5NzQQIECBAgAABAgTqCAgA67halQABAgQInCJgF+ApzC5CgAABAgQIECBAoGkBAWDT41M8AQIECBB4eUmFgHYBujsIECBAgAABAgQIEJgFBIDuAwIECBAgQIAAAQIECBAgQIAAAQIdCwgAOx6u1ggQIEBgHAG7AMeZtU4JECBAgAABAgQIbBUQAG4VczwBAgQIECBAgAABAgQIECBAgACBhgQEgA0NS6kECBAgQGBNwC7ANR2vESBAgAABAgQIEBhXQAA47ux1ToAAAQIDCfhCkIGGrVUCBAgQIECAAAECDwICwAcQDwkQIECAQMsCqV2ALfekdgIECBAgQIAAAQIEjgkIAI/5OZsAAQIECIQTSIWAdgGGG5WCCBAgQIAAAQIECJwi8HrKVVyEAAECBAgQINCYwOuvH41VrFwCBAgQIECAAAECywJ2AC67eJYAAQIECDQtYBdg0+NTPAECBAgQIECAAIGiAgLAopwWI0CAAAECBAgQIECAAAECBAgQIBBLYHp7/xOrJNUQIECAAAECpQRSv/fP//uXEm5znWnhxvCWsM1ZqpoAAQIECBAgkCNgB2COkmMIECBAgAABAgQIECBAgAABAgQINCogAGx0cMomQIAAAQI5AqmdfgsbwHKWcwwBAgQIECBAgAABAg0KCAAbHJqSCRAgQIBACQEhYAlFaxAgQIAAAQIECBCILyAAjD8jFRIgQIAAgUMCqV2AhxZ1MgECBAgQIECAAAECzQgIAJsZlUIJECBAgMB+gVQIaBfgflNnEiBAgAABAgQIEGhFQADYyqTUSYAAAQIECBAgQIAAAQIECBAgQGCHgABwB5pTCBAgQIBAiwJ2AbY4NTUTIECAAAECBAgQOC4gADxuaAUCBAgQIECAAAECBAgQIECAAAECYQUEgGFHozACBAgQIFBewC7A8qZWJECAAAECBAgQIBBdQAAYfULqI0CAAAECBAgQIECAAAECBAgQIHBAQAB4AM+pBAgQIECgRQG7AFucmpoJECBAgAABAgQI7BcQAO63cyYBAgQIEOhOYJq6a0lDBAgQIECAAAECBIYXEAAOfwsAIECAAIERBVK7AEe00DMBAgQIECBAgACB3gUEgL1PWH8ECBAgQCAhkAoB7QJMgHmaAAECBAgQIECAQKMCAsBGB6dsAgQIECBAgAABAgQIECBAgAABAjkCAsAcJccQIECAAIFOBewC7HSw2iJAgAABAgQIECBwJyAAvMPwIwECBAgQIECAAAECBAgQIECAAIHeBASAvU1UPwQIECBAYKOAXYAbwRxOgAABAgQIECBAoDEBAWBjA1MuAQIECBAgQIAAAQIECBAgQIAAgS0CAsAtWo4lQIAAAQKdCtgF2OlgtUWAAAECBAgQIEDgXUAA6DYgQIAAAQIEVgWmafVlLxIgQIAAAQIECBAgEFxAABh8QMojQIAAAQJnCaR2AZ51fdchQIAAAQIECBAgQKCOgACwjqtVCRAgQIBAkwKpENAuwCbHqWgCBAgQIECAAAECvwUEgG4EAgQIECBAgAABAgQIECBAgAABAh0LCAA7Hq7WCBAgQIDAHgG7APeoOYcAAQIECBAgQIBAXAEBYNzZqIwAAQIECBAgQIAAAQIECBAgQIDAYQEB4GFCCxAgQIAAgf4E7ALsb6Y6IkCAAAECBAgQGFdAADju7HVOgAABAgQIECBAgAABAgQIECAwgIAAcIAha5EAAQIECOwRsAtwj5pzCBAgQIAAAQIECMQTEADGm4mKCBAgQIBAeIFpCl+iAgkQIECAAAECBAgQ+K+AANCtQIAAAQIECCQFUrsAkyd4gQABAgQIECBAgACBcAICwHAjURABAgQIEIglkAoB7QKMNSfVECBAgAABAgQIEEgJCABTMp4nQIAAAQIECBAgQIAAAQIECBAg0IGAALCDIWqBAAECBAjUFrALsLaw9QkQIECAAAECBAjUExAA1rO1MgECBAgQIECAAAECBAgQIECAAIHLBQSAl49AAQQIECBAoA0BuwDbmJMqCRAgQIAAAQIECDwKCAAfRTwmQIAAAQIENgv4QpDNZE4gQIAAAQIECBAgcJrA62lXciECBAgQIECgeYF5F6Cwr/kxNtHAz0+fi9X5+utHsbUsRIAAAQIECBBoUcAOwBanpmYCBAgQIHChgI8CX4jv0gQIECBAgAABAgR2CAgAd6A5hQABAgQIECBAgAABAgQIECBAgEArAgLAVialTgIECBAgEEjALsBAw1AKAQIECBAgQIAAgScCAsAnQF4mQIAAAQIECBAgQIAAAQIECBAg0LKAALDl6amdAAECBAhcKGAX4IX4Lk2AAAECBAgQIEBgg4AAcAOWQwkQIECAAAECBAgQIECAAAECBAi0JiAAbG1i6iVAgAABAoEE7AIMNAylECBAgAABAgQIEEgICAATMJ4mQIAAAQIEjglM07HznU2AAAECBAgQIECAQBkBAWAZR6sQIECAAIFhBVK7AIcF0TgBAgQIECBAgACBYAICwGADUQ4BAgQIEGhRIBUC2gXY4jTVTIAAAQIECBAg0JuAALC3ieqHAAECBAgQIECAAAECBAgQIECAwJ2AAPAOw48ECBAgQIDAfgG7APfbOZMAAQIECBAgQIBATQEBYE1daxMgQIAAAQIECBAgQIAAAQIECBC4WEAAePEAXJ4AAQIECPQkYBdgT9PUCwECBAgQIECAQC8CAsBeJqkPAgQIECBAgAABAgQIECBAgAABAgsC09v7n4XnPUWAAAECBAgQ2C2Q+vZf7zp2kxY9cVoYkLeERYktRoAAAQIECBAIJWAHYKhxKIYAAQIECPQtsJA79d2w7ggQIECAAAECBAgEEBAABhiCEggQIECAQG8Cdvr1NlH9ECBAgAABAgQItCwgAGx5emonQIAAAQKBBVIhoF2AgYemNAIECBAgQIAAgS4FBIBdjlVTBAgQIECAAAECBAgQIECAAAECBP4REAC6EwgQIECAAIFqAnYBVqO1MAECBAgQIECAAIFsgdfsIx1IgAABAgQIECCwSeDnp8+bjn928OuvH88O8ToBAgQIECBAgACBvwTsAPyLxBMECBAgQIBASQG7AEtqWosAAQIECBAgQIDAdgEB4HYzZxAgQIAAAQIECBAgQIAAAQIECBBoRkAA2MyoFEqAAAECBNoVsAuw3dmpnAABAgQIECBAoH0BAWD7M9QBAQIECBBoWmCami5f8QQIECBAgAABAgTCCwgAw49IgQQIECBAoA+B1C7APrrTBQECBAgQIECAAIG4AgLAuLNRGQECBAgQ6E4gFQLaBdjdqDVEgAABAgQIECAQSEAAGGgYSiFAgAABAgQIECBAgAABAgQIECBQWkAAWFrUegQIECBAgMCqgF2AqzxeJECAAAECBAgQIFBcQABYnNSCBAgQIECAAAECBAgQIECAAAECBOIICADjzEIlBAgQIEBgGAG7AIcZtUYJECBAgAABAgQCCExv738C1KEEAgQIECBAYDCB1Bd/eGdS/0aYFvC9Jazv7goECBAgQIAAgasE7AC8St51CRAgQIDA4AKpoG8hmxpcSvsECBAgQIAAAQIEjgkIAI/5OZsAAQIECBCoICAErIBqSQIECBAgQIAAgWEFBIDDjl7jBAgQIEDgeoHULsDrK1MBAQIECBAgQIAAgX4EBID9zFInBAgQIECgSYFUCGgXYJPjVDQBAgQIECBAgEBAgdeANSmJAAECBAiEEPjy8u2vOr6/fP3rOU8QIECAwD6Bn58+Z5/4+utH9rEOJECAAAECBD4K2AH40cMjAgQIECDwW2Ap/JtfSD2P7ZiAXYDH/JxNgAABAgQIECBAYE1AALim4zUCBAgQIECAAAECBAgQIECAAAECjQsIABsfoPIJECBAgEAvAnYB9jJJfRAgQIAAAQIECEQTEABGm4h6CBAgQOBygWcf8332+uUNdFiALwTpcKhaIkCAAAECBAgQOE1AAHgatQsRIECAAAECzwRSuwCfned1AgQIECBAgAABAgTSAgLAtI1XCBAgQIAAgUACdgEGGoZSCBAgQIAAAQIEmhIQADY1LsUSIECAAIH+BewC7H/GOiRAgAABAgQIEDhXQAB4rrerESBAgAABAhkCqRDQLsAMPIcQIECAAAECBAgQeBB4fXjsIQECBAgQIECAAAECBE4ReP3145TruAgBAgQIEBhdwA7A0e8A/RMgQIAAgaACdgEGHYyyCBAgQIAAAQIEmhMQADY3MgUTIECAAAECBAgQIECAAAECBAgQyBcQAOZbOZIAAQIECBA4WcAuwJPBXY4AAQIECBAgQKBLAQFgl2PVFAECBAgQ6F/AF4L0P2MdEiBAgAABAgQIlBEQAJZxtAoBAgQIECBQSSC1C7DS5SxLgAABAgQIECBAoDsBAWB3I9UQAQIECBDoTyAVAtoF2N+sdUSAAAECBAgQIFBeQABY3tSKBAgQIECAAAECBAgQIECAAAECBMIICADDjEIhBAgQIBBF4PvL19VSnr2+erIXdwvYBbibzokECBAgQIAAAQKDCwgAB78BtE+AAAECBAgQIECAAAECBAgQINC3gACw7/nqjgABAgQIdCVgF2BX49QMAQIECBAgQIDASQICwJOgXYYAAQIE2hJIfcw39Xxb3amWAAECBAgQIECAAIGRBKa39z8jNaxXAgQIECBAoH2B1Lf/eleTN9tpAdBbwjw7RxEgQIAAAQIEWhSwA7DFqamZAAECBAgQWBRYyLUWj/MkAQIECBAgQIAAgZEEBIAjTVuvBAgQIECgEwE7/ToZpDYIECBAgAABAgROERAAnsLsIgQIECBAgEBpgVQIaBdgaWnrESBAgAABAgQItC4gAGx9guonQIAAAQIECBAgQIAAAQIECBAgsCIgAFzB8RIBAgQIECAQW8AuwNjzUR0BAgQIECBAgEAMAQFgjDmoggABAgQIECBAgAABAgQIECBAgEAVAQFgFVaLEiBAgAABAmcJ2AV4lrTrECBAgAABAgQItCogAGx1cuomQIAAAQIECBAgQIAAAQIECBAgkCEgAMxAcggBAgQIECAQW8AuwNjzUR0BAgQIECBAgMC1AgLAa/1dnQABAgQIEKgsME2VL2B5AgQIECBAgAABAsEFBIDBB6Q8AgQIECBAIE8gtQsw72xHESBAgAABAgQIEOhXQADY72x1RoAAAQIEhhNIhYB2AQ53K2iYAAECBAgQIEDgTkAAeIfhRwIECBAgQIAAAQIECBAgQIAAAQK9CQgAe5uofggQIECAwOACdgEOfgNonwABAgQIECBA4C8BAeBfJJ4gQIAAAQIECBAgQIAAAQIECBAg0I+AALCfWeqEAAECBAgQ+K+AXYBuBQIECBAgQIAAAQL/CggA/7XwEwECBAgQIECAAAECBAgQIECAAIHuBF6760hDBAgQIECAAIF3gXkX4NK3/87PpXYIghtT4Oenz8Uaf/31o9haFiJAgAABAgQIlBKwA7CUpHUIECBAgACBZgSWgsFmilcoAQIECBAgQIAAgY0CAsCNYA4nQIAAAQIE2hGw06+dWamUAAECBAgQIECgnoAAsJ6tlQkQIECAAIEAAqkQ0C7AAMNRAgECBAgQIECAwCkCAsBTmF2EAAECBAgQIECAAAECBAgQIECAwDUCAsBr3F2VAAECBAgQOFHALsATsV2KAAECBAgQIEAgnIAAMNxIFESAAAECBAgQIECAAAECBAgQIECgnIAAsJyllQgQIECAAIHAAnYBBh6O0ggQIECAAAECBKoKCACr8lqcAAECBAgQIECAAAECBAgQIECAwLUCAsBr/V2dAAECBAgQOFHALsATsV2KAAECBAgQIEAgjIAAMMwoFEKAAAECBAhcKTBNV17dtQkQIECAAAECBAjUExAA1rO1MgECBAgQIBBQILULMGCpSiJAgAABAgQIECBQROC1yCoWIUCAAAECBAg0JDCHgEs7/ubnBIQNDVKpBDoW+Pnp86buXn/92HS8gwkQIEBgLAE7AMeat24JECBAgAABAgQIECBAgAABAgQGExAADjZw7RIgQIAAAQL/CKR2+i3tDGRGgAABAgQIECBAoGUBHwFueXpqJ0CAAAECBAgQOCzgo5OHCS1AgAABAgQIBBewAzD4gJRHgAABAgQI1BOwC7CerZUJECBAgAABAgTiCAgA48xCJQQIECBAgEAgAR8FDjQMpRAgQIAAAQIECBwSEAAe4nMyAQIECBAg0LpAahdg632pnwABAgQIECBAgMBNQAB4k/A3AQIECBAgMKxAKgS0C3DYW0LjBAgQIECAAIGuBASAXY1TMwQIECBAgAABAgQIECBAgAABAgQ+CggAP3p4RIAAAQIECAwqYBfgoIPXNgECBAgQIEBgAAEB4ABD1iIBAgQIECBAgAABAgQIECBAgMC4AgLAcWevcwIECBAgQOBBwC7ABxAPCRAgQIAAAQIEuhAQAHYxRk0QIECAAAECBAgQIECAAAECBAgQWBYQAC67eJYAAQIECBAYVMAuwEEHr20CBAgQIECAQMcC09v7n4770xoBAgQIECBAYLPANKVP6eGd07TQoLeE6Zl7hQABAgQIECDQuoAdgK1PUP0ECBAgQIBAcYEeQr7iKBYkQIAAAQIECBBoVkAA2OzoFE6AAAECBAjUFEiFgAub52qWYW0CBAgQIECAAAEChwVeD69gAQIECAQT+PLyLbui7y9fs4914EeBJWeeH408IkCAAAECBAgQIECAQAQBvwMwwhTUQIBAEYGlQCp3YcFVrtQ/x61Zs9xm6ej4Aqkdf6kdgvE7ennxOwBbmJIaCRAgQIAAAQLlBASA5SytRIDARQJrYdTWkoRXz8VyvDk+d3REOwICwHZmpVICBAgQIECAAIFlAb8DcNnFswQINCKQE0ZtaaX0eluu7VgCBGIKpHb6pYLBmF18rMo3/n708IgAAQIECBAg0LuAALD3CeuPAAECBQVyA9Lc4wqWZikCBA4KLH0s+OCSTidAgAABAgQIEAgiIAAMMghlECCwXaBWyFRr3e0dOoMAgSgCPe4CjGKrDgIECBAgQIAAgfoCAsD6xq5AgAABAgQIdCzQ8keBOx6L1ggQIECAAAECBO4EBIB3GH4kQIAAAQIECKQEUrsAU8d7ngABAgQIECBAgEAUAQFglEmogwABAgQIEAgvkAoB7QIMPzoFEiBAgAABAgSGFhAADj1+zRMgQIAAAQIECBAgQIAAAQIECPQuIADsfcL6I0CAAAECBIoK2AVYlNNiBAgQIECAAAECJwgIAE9AdgkCBAgQIECAAAECBAgQIECAAAECVwkIAK+Sd10CBAgQIECgWQG7AJsdncIJECBAgAABAkMKCACHHLumCfQh8P3la5VGaq1bpViLEiBAgAABAgQIECBAgACBJwICwCdAXiZAgAABAgQILAnYBbik4jkCBAgQIECAAIGIAgLAiFNREwEC2QKld+uVXi+7EQcSINCVwDR11Y5mCBAgQIAAAQIEGhd4bbx+5RMgQODlFtp9efm2W+O2xu4FnEiAwJAC8y5AYd+Qo9c0AQIECBAgQKApAQFgU+NSLAECawK3EG9LEHg7Z21drxEgQGBNIBUCzsFg6mPCa+t5jQABAgQIECBAgEBpgent/U/pRa1HgAABAv0K5ASsgtV+56+zZYHULsDI77KmhaK9LVyer2cJECBAgAABAq0L+B2ArU9Q/QQIECBAgMDlAqmgbyFju7xWBRAgQIAAAQIECIwnIAAcb+Y6JkCAwCGBZ7v7nr1+6OJOJkCAAAECBAgQIECAAIHNAgLAzWROIECAAIFUyJd6nhiBEQTsAhxhynokQIAAAQIECLQp4HcAtjk3VRMgQIAAAQIBBVIf+U2Fg1e24HcAXqnv2gQIECBAgACBcwXsADzX29UIECBAgACBjgVSQV8qGOyYQmsECBAgQIAAAQKBBASAgYahFAIECBAgQKBfASFgv7PVGQECBAgQIEAgusBr9ALVR4AAAQIECBBoSWDeBSjsW5/Yz0+f1w/IfPX114/MIx1GgAABAgQIEBhbwA7AseevewIECBAgQKCCgI8CV0C1JAECBAgQIECAwG4BAeBuOicSIECAAAECBAgQIECAAAECBAgQiC8gAIw/IxUSIECAAAECDQrYBdjg0JRMgAABAgQIEOhUQADY6WC1RYAAAQIECBAgQIAAAQIECBAgQGAWEAC6DwgQIECAAAEClQTsAqwEa1kCBAgQIECAAIFNAgLATVwOJkCAAAECBAiUEfBNwWUcrUKAAAECBAgQIPBcQAD43MgRBAgQIECAAIHdAqldgLsXdCIBAgQIECBAgACBjQICwI1gDidAgAABAgQIlBKwC7CUpHUIECBAgAABAgTWBASAazpeI0CAAAECBAgUELALsACiJQgQIECAAAECBHYLCAB30zmRAAECBAgQIJAvkAoB7QLMN3QkAQIECBAgQIDAPgEB4D43ZxEgQIAAAQIECBAgQIAAAQIECBBoQkAA2MSYFEmAAAECBAj0IGAXYA9T1AMBAgQIECBAoD0BAWB7M1MxAQIECBAgQIAAAQIECBAgQIAAgWwBAWA2lQMJECBAgAABAscF7AI8bmgFAgQIECBAgACBbQLT2/ufbac4mgCBUQS+vHzLbvX7y9fsYx1IgACB0QXWvvjjrHdm00IR3haOfmfqnwABAgQIEOhVwA7AXierLwIHBbaEf/Olth5/sDynEyBAoGmBs0K+ppEUT4AAAQIECBAgUEzADsBilBYi0IdAiSDPbsA+7gVdECBQX2BhE97vi54RENoBWH++rkCAAAECBAgQiCJgB2CUSaiDQACBEuHf3EapdQKQKIEAAQIECBAgQIAAAQIECDQvIABsfoQaIECAAAECBFoVSO30S+0MbLVPdRMgQIAAAQIECFwrIAC81t/VCYQRKL1rr/R6YaAUQoAAAQIECBAgQIAAAQIEGhMQADY2MOUSIECAAAECfQnYBdjXPHVDgAABAgQIEIgoIACMOBU1ESBAgAABAgQIECBAgAABAgQIECgkIAAsBGkZAgQIECBAgMBeAbsA98o5jwABAgQIECBAIEdAAJij5BgCBAgQIECAwEUCvhDkIniXJUCAAAECBAh0JPDaUS9aIUCAAAECBAg0KzDvAhT2NTs+hRcS+Pnpc5GVXn/9KLKORQgQIECAQC8CdgD2Mkl9ECBAgAABAs0L+Chw8yPUAAECBAgQIEAgpIAAMORYFEWAAAECBAgQIECAAAECBAgQIECgjIAAsIyjVQgQIECAAAECRQTsAizCaBECBAgQIECAAIE7AQHgHYYfCYws8P3la9H2S69XtDiLESBAgAABAgQIECBAgACBgQQEgAMNW6sECBAgQIBAGwJ2AbYxJ1USIECAAAECBFoREAC2Mil1EjhBoNSuvVLrnNCySxAgQIAAAQIECBAgQIAAge4Fprf3P913qUECBDYLfHn5tvkcwd9mMicQIEBgVWCall8u8e5tWljc28Jlb8+eJ/Dz0+ciF3v99aPIOhYhQIAAAQK9CAgAe5mkPghUENgSAgr/KgzAkgQIDC+wkNH9MTkaAgoA/1D6gQABAgQIECDQvYAAsPsRa5AAAQIECBBoWSAVAgoAW56q2gkQIECAAAEC5wr4HYDnersaAQIECBAgQGCTQCroSwWDmxZ3MAECBAgQIECAwBACAsAhxqxJAgQIECBAgAABAgQIECBAgACBUQUEgKNOXt8ECBAgQIBAMwJ2ATYzKoUSIECAAAECBEIKCABDjkVRBAgQIECAAAECBAgQIECAAAECBMoICADLOFqFAAECBAgQIFBVwC7AqrwWJ0CAAAECBAh0LSAA7Hq8miNAgAABAgQIECBAgAABAgQIEBhdQAA4+h2gfwIECBAgQKAZAbsAmxmVQgkQIECAAAECoQQEgKHGoRgCBAgQIECAwD6Badp3nrMIECBAgAABAgT6FxAA9j9jHRIgQIAAAQIdCaR2AXbUolYIECBAgAABAgQKCwgAC4NajgABAgQIECBQWyAVAtoFWFve+gQIECBAgACBNgUEgG3OTdUECBAgQIAAAQIECBAgQIAAAQIEsgQEgFlMDiJAgAABAgQIxBKwCzDWPFRDgAABAgQIEIgsIACMPB21ESBAgAABAgQIECBAgAABAgQIEDgoIAA8COh0AgQIECBAgMBVAnYBXiXvugQIECBAgACBtgQEgG3NS7UECBAgQIAAAQIECBAgQIAAAQIENgkIADdxOZgAAQIECBAgEEvALsBY81ANAQIECBAgQCCigAAw4lTURIAAAQIECBAoIDBNBRaxBAECBAgQIECAQPMCAsDmR6gBAgQIECBAYHSB1C7A0V30T4AAAQIECBAg8I+AANCdQIAAAQIECBDoQCAVAtoF2MFwtUCAAAECBAgQOCjwevB8pxMgQIBAQwJfXr49rfb7y9enxziAAAECBAgQIECAAAECBNoRsAOwnVmplAABAocEcsK/+QK5xx0qxskECFQRsAuwCqtFCRAgQIAAAQLNCwgAmx+hBggQIPBcYGuot/X45xU4ggABAgQIECBAgAABAgSuEhAAXiXvugQIEDhJYG+Yt/e8k9pyGQIEEgJ2ASZgPE2AAAECBAgQGFhgenv/M3D/WidAgEDXAiVCPL8TsOtbJLu53HvJ/ZJNWvXAtS/+uL3zmxYO8raw6lgsToAAAQIECBC4TMAOwMvoXZgAAQIECLQhkBv+zd1sObaN7tus8hbytVm9qgkQIECAAAECBEoL+Bbg0qLWI0CAAAECHQnsCfTmc+wEjHsTzBv/BITp+fz89Dn94oZXXn/92HC0QwkQIECAAAECdQXsAKzra3UCBAhcJrAnuFkqttQ6S2t7LrbAkdkfOTe2SjvVCfnamZVKCRAgQIAAAQK1BQSAtYWtT4AAAQIEGhQoEeCVWKNBulAlp0LAhV//F6puxRAgQIAAAQIECJQVEACW9bQaAQIECBAgQIAAAQIECBAgQIAAgVACAsBQ41AMAQIECBAgQKCsQGoX4PtvAix7IasRIECAAAECBAiEFRAAhh2NwggQIECAAAECBAgQIECAAAECBAgcFxAAHje0AgECBAgQIEAgtIBdgKHHozgCBAgQIECAQHUBAWB1YhcgQIAAAQIECEQW8FHgyNNRGwECBAgQIECghMBriUWsQYAAAQIECBAgEFtg3gXo23+fz+j114/nBzmCAAECBAgQINCYgB2AjQ1MuQQIECBAgACBvQI+CrxXznkECBAgQIAAgbYFBIBtz0/1BAgQIECAAAECBAgQIECAAAECBFYFBICrPF4kQIAAAQIECPQlYBdgX/PUDQECBAgQIEAgR0AAmKPkGAIECDQo8P3la5GqS61TpBiLnCZQYu4l1jitYRciQIAAAQIECBAg0LGAALDj4WqNAAECBAgcETgS4B0590jNzs0TSO0C9CUheX6OIkCAAAECBAi0JuBbgFubmHoJECBAgMCJAnOQ9+Xl26YrCv82cTmYAAECQwj8/PS5aJ++sbsop8UIEBhAwA7AAYasRQIExhU4GsQcPX9c+b4633IfbDm2L6UWu5kWi7YLcJHFkwQIECBAgACBpgWmt/c/TXegeAIECBB4KrB1B9e8oCDnKasDCDQtMP1O+tJvA71DbHq8iicQTsAOwHAjURABAoMJ2AE42MC1S4DAmAJbw7ytx4+pqmsCPQgs7wLsoTM9ECBAgAABAgQI/CsgAPzXwk8ECBDoWiA31Ms9rmsszREYSmA5BPRR4KFuAs0SIECAAAECnQv4CHDnA9YeAQIECBAgQGBJ4J+PAN9eWf4osI8B33z8TYDAUQEfAT4q6HwCBAgcE7AD8JifswkQIECAAAECHQjYBdjBELVAgAABAgQIEEgKCACTNF4gQIAAAQIECBAgQIAAAQIECBAg0L6AALD9GeqAAAECBAgQIFBAwC7AAoiWIECAAAECBAiEFBAAhhyLoggQIECAAAECBAgQIECAAAECBAiUERAAlnG0CgECBAgQIECgeYHUl374RuDmR6sBAgQIECBAYHABAeDgN4D2CRAgQIAAAQI5AkLAHCXHECBAgAABAgRiCggAY85FVQQIECBAgACBSwRSuwAvKcZFCRAgQIAAAQIEiggIAIswWoQAAQIECBAg0I9AKgS0C7CfGeuEAAECBAgQGEtgenv/M1bLuiVAgAABAgQIEJgW0rz7t4ULL/9G887RvUOAAAECBAgQaE/gtb2SVUyAAAECBAgQIFBbYA76lkLA+TkhYG19658t8PPT56KXfP31o+h6FiNAgAABAkcFfAT4qKDzCRAgQIAAAQIECBAgQIAAAQIECAQWEAAGHo7SCBAgQIAAAQJXCqR2+i3tDLyyTtcmQIAAAQIECBBYFxAArvt4lQABAgQIECBAgAABAgQIECBAgEDTAgLApseneAIECBAgQIBAXQG7AOv6Wp0AAQIECBAgcIaAAPAMZdcgQIAAAQIECHQo4KPAHQ5VSwQIECBAgECXAgLALseqKQIECBAgQIBAOYHULsByV7ASAQIECBAgQIBATQEBYE1daxMgQIAAAQIEOhFIhYB2AXYyYG0QIECAAAECXQsIALser+YIECBAgAABAgQIECBAgAABAgRGFxAAjn4H6J8AAQIECBAgkClgF2AmlMMIECBAgAABAsEEBIDBBqIcAgQIECBAgAABAgQIECBAgAABAiUFprf3PyUXtBYBAgQIECBAgEB8gWnhl/flvi1cOPV3w95Vxp+7CgkQIECAAIExBewAHHPuuiZAgAABAgQIFBdIBYPFL2RBAgQIECBAgACBTQICwE1cDiZAgAABAgQIELDTzz1AgAABAgQIEGhLQADY1rxUS4AAAQIECBAILWAXYOjxKI4AAQIECBAYVEAAOOjgtU2AAAECBAgQOCJgF+ARPecSIECAAAECBM4VEACe6+1qBAgQIECAAIFuBFIhoF2A3YxYIwQIECBAgEAnAgLATgapDQIECBAgQIAAAQIECBAgQIAAAQJLAgLAJRXPESBAgAABAgQIZAnYBZjF5CACBAgQIECAwKUCr5de3cUJEGhe4MvLt9Uevr98XX3diwQIECBAgAABAgQIECBAgEBdgent/U/dS1idAIEeBZ4Ff489CwIfRTwmQIDAtQLTwi/qO/K2cGG53w16p3ntnF2dAAECBAgQIDAL+Aiw+4AAgc0CW8O/+QJ7ztlcmBMIECBAIJxAKhgMV6iCCBAgQIAAAQIdCwgAOx6u1gjUEDgS5B05t0Yv1iRAgACBcgJ2+pWztBIBAgQIECBAoLSAALC0qPUIECBAgAABAoMKpEJAuwAHvSG0TYAAAQIECIQREACGGYVCCBAgQIAAAQIECBAgQIAAAQIECJQXEACWN7UiAQIECBAgQGBYAbsAhx29xgkQIECAAIHAAgLAwMNRGgECBAgQIECAAAECBAgQIECAAIGjAq9HF3A+AQIECBAgQIAAgXuBeZyF09gAAEAASURBVBfg0u/9m59L7RC8P9/PBAgQIECAwHUC09L/iT+U8+b/0B9E4j+0AzD+jFRIgAABAgQIECBAgAABAgQIEKgukBP+zUXkHle9YBfIFpjeU9v3f0frD4HzBPwPxXnWta70P2//u2vp/5v2nbfrYk4iQIAAgQACqbeZ71sB/SFAgAABAgS6FhA3xRqvHYCx5qEaAk0I7Any9pzTBIYiCRAgQGCHQCoY3LGUUwgQIECAAIGQAvPmHxuA4ozGDsA4sximEv8D0Neon+0GFPz1NW/dECBAYLtAKuyzC3C7pTMIECBAgEB7AnYCxpiZADDGHIaqQgA41Lg1S4AAAQIE3gWEgG4DAgQIECAwqoAAMMbkfQQ4xhyGqmL+L7//ARhq5JolQIAAAQIECBAgQIAAgUEFbAKKMXg7AGPMQRUECBAgQIAAgVMFlt6M1/wXdO+/Bmjxj6+jW2TxJAECBAgQCCmw9P5hT6E133PsqWeEc+wAHGHKeiRAgAABAgQIECBAgAABAgQIHBQo9Ym+OUgsFSYebGmY0+0AHGbUGiVAgAABAgQI/Cuw9Ka79r+NtwvwX38/ESBAgACBXgSW3lPs6a32+5A9NfV0zmtPzeiFAAECBAgQIECAAAECBAgQIEDgPIHH4G5vIDif97jWeV30fyUfAe5/xjokQIAAAQIECIQQSP2+v9TOwBBFK4IAAQIECBDYJHAkxNsbHm4qcNCD7QAcdPDaJkCAAAECBAhEEphDwFRAGKlOtRAgQIAAAQL/CAjr2roTBIBtzUu1BAgQIECAAIGmBeaQz46/pkeoeAIECBAYTEDQ18fABYB9zFEXBAgQIECAAIFmBFIhoF2AzYxQoQQIECDQscCVgd+Rjw93PJIirQkAizBahAABAgQIECBAgAABAgQIECDQjoCgr51ZlahUAFhC0RoECBAgQIAAAQKbBOwC3MTlYAIECBAgcFjgisDPjr7DYyu2gACwGKWFCBAgQIAAAQIECBAgQIAAAQLxBGqFfwK+eLNOVSQATMl4ngABAgQIECBAoKqAXYBVeS1OgAABAgSKCQj6ilFetpAA8DJ6FyZAgAABAgQIECBAgAABAgQIxBMQ+MWbydGKBIBHBZ1PgAABAgQIECCwW8AuwN10TiRAgAABAtkCc6CX+hiwsC+bsekDBYBNj0/xBAgQIECAAIF+Babp5WUOCP0hQIAAAQIEjgsI+o4btrzCf1ouXu0ECBAgQIAAAQLtCwj52p+hDggQIECAAIHYAgLA2PNRHQECBAgQIEBgCIFUCDjvAvSHAAECBAgQIEDgmIAA8JifswkQIECAAAECBAgQIECAAAECBAiEFhAAhh6P4ggQIECAAAEC4wjYBTjOrHVKgAABAgQInCsgADzX29UIECBAgAABAgQIECBAgAABAgQInCogADyV28UIECBAgAABAgTWBOwCXNPxGgECBAgQIEBgn8DrvtOcRYAAAQIECBAgQIAAAQIECBAgQGA8genhW8reUv8GMxCNHYCBhqEUAgQIECBAgACBl5fUe+iH99qoCBAgQIAAAQKnCzyGf3MBS8+dXtiTCwoAnwB5mQABAgQIECBAII6AEDDOLFRCgAABAgQItCPgI8DtzEqlBAgQIECAAIFhBOZdgMK+YcatUQIECBAgkBQoubuuhY/qJiEOviAAPAjodAIECBAgQIAAgToCqRBwDgZTHxOuU4lVCRAgQIAAgSsESoZ/c/33620NA+/PvcLi6DV9BPiooPMJECBAgAABAgQIECBAgAABAgSKCtQO3Ob1c6+Re1xRgMKLCQALg1qOAAECBAgQIECgnEBqp5+PB5czthIBAgQIEIgmcGbgthYErr12b7Z1N+H9uWf97CPAZ0m7DgECBAgQIECAAAECBAgQIECAQEiBW+h4C/Nuj9eKvR27dkyU1wSAUSahDgIECBAgQIAAgUWBXn4X4M9Pnxf7K/3k668fpZe0HgECBAgQCCGwN3DLCfNuDeYeu7eW23XO/lsAeLa46xEgQIAAAQIECBQT8IUgxSgtRIAAAQIEQgscCdzuz80N+FIY92uljon4vAAw4lTURIAAAQIECBAg8EEgtQvww0EeECBAgAABAgSeCNwHeFvDwPtzn1wm3Mu+BCTcSBREgAABAgQIECCwRcAXgmzRciwBAgQIECBwE9gS6G059rZ+pL/tAIw0DbUQIECAAAECBAgkBewCTNJ4gQABAgQIENgosHX338blwx1uB2C4kSiIAAECBAgQIEAgJTCHgEt/7AJcUvEcAQIECBAg8CgwB397wr895zxe+8rHAsAr9V2bAAECBAgQIECAAAECBAgQIECgusDe4O++sJZDQB8Bvp+knwkQIECAAAECBMILpD4K7BuBw49OgQQIECBA4KlA6ZBty3r3v+cvdd7t+ftjnzYV4AA7AAMMQQkECBAgQIAAAQIECBAgQIAAgdEFbuFaCYd5rdz15jDvMdB7fPxYU+7aj+dd9VgAeJW86xIgQIAAAQIECOwW8LsAd9M5kQABAgQIhBRYC9SehXH3DR0N/u7XenbdtZrv14nwswAwwhTUQIAAAQIECBAgUEzAF4IUo7QQAQIECBA4RWAtSHsWwt0KLBn83dac/352/bXa79e5+me/A/DqCbg+AQIECBAgQIDALoHU7wLctZiTCBAgQIAAgUsE1gK0Z+HbreC1NW7HzH/nrnd/Tu7a9+dE/NkOwIhTURMBAgQIECBAgECWgI8CZzE5iAABAgQIhBRYC9dyw7q1NW5Nz2vlrnc7Z/47Z+374yP/bAdg5OmojQABAgQIECBAgAABAgQIECAwmEBuWPcsoMtdZwReOwBHmLIeCRAgQIAAAQIdC9gF2PFwtUaAAAECwwnkhnZRwr/ceq8epADw6gm4PgECBAgQIECAAAECBAgQIEBgQIHH8OzxcYrkrPAvVc/8/O0/qRqjPe8jwNEmoh4CBAgQIECAAIHNAvMuwKVv/52fS+0Q3HwRJxAgQIAAAQLFBVIhW+pCa+Hf1rVS17h/vsaa9+uf9bMA8Cxp1yFAgAABAgQIEBha4PXXj6H71zwBAgQIEKgp0EtQV8vIR4BryVqXAAECBAgQIEDgVIHUTr+lnYGnFuZiBAgQIECAQBGB1O4/4d9zXgHgcyNHECBAgAABAgQINC4gBGx8gMonQIAAgeEFhH/HbgEB4DE/ZxMgQIAAAQIECAQSSO0CDFSiUggQIECAAAECpwsIAE8nd0ECBAgQIECAAIGaAqkQ0C7AmurWJkCAAAEC5wv46G++uQAw38qRBAgQIECAAAECBAgQIECAAAECFwg8hn2Pjy8oqalL+hbgpsalWAIECOwT+PLy7emJ31++Pj3GAQQIEGhFYN4FuLTjb34utUOwld7USYAAAQIERhUQ+u2f/PSO9/72yB8CBAgQ6FEgJ/h77FsQ+CjiMYE+BZZ+kXZvbwuXAsB5mt799nlP64oAAQIECBBICwgA0zZeIUCAQNMCe8K/W8NCwJuEvwn0KzBCADhPTwjY7z2ss7gCPz99zi7u9deP7GMdSIAAAQL7BQSA++2cSYAAgbACR8K/W1NCwJuEv0sIrN2T7rUSwtvXEABuN3MGAQJ5AgLAPCdHESBA4EwBXwJyprZrESBAgACBAQXWwr+Z49nrA5JpuaBA6uO+qZ2BBS9tKQIECBAgQIBAlsD8L2Zv/8k6YcdBAsAdaE4hQIBAZIFSYUqpdSJbqa2+QO59lHtc/YpdYSQBIeBI09YrAQIECBCIKfD4qYzHx6WqFgCWkrQOAQIECBAg8EFga6i39fgPF/OAwIpAahfgyileIkCAAAECBAh0JfDaVTeaIUCAAAECBAgQILAgMIeASzv+5ucEhAtgniJwQMAXexzAcyoBAkMJ1Nrtt4RoB+CSiucIECBAgACBQwJ7d/PtPe9QsU4mQIAAAQIECBAgcLLAmeHf3JoA8OQBuxwBAgQIECBAgMA1Aqmdfks7A6+p0FUJECBAgACB0QXeUm9YDsIIAA8COp0AAQIECBAgQIAAAQIECBAgQIBArkBq91+t8G+uSwCYOx3HESBAgAABAgQINC+Q+pfqdgE2P1oNECBAgACBJgSuCP9mGAFgE7eHIgkQIECAAAECBAgQIECAAAECBAjsE/AtwPvcnEWAAIGwAt9fvr6U+CKFeR1/CBAg0KPAvAtwacefbwQ+d9o/P30ufkHfPluc1IIECBAgUFDgqt1/cwsCwIKDtBQBAgQIECBAgEDbAkLAtuenegIECBAgEFEgFfzNtdb8vX/3Fj4CfK/hZwIECHQicHT33tHzO2HUBgECHQukfhdgxy1rjQABAgQIEDhZYA7+1sK/M8sRAJ6p7VoECBA4UWBviLf3vBNbcykCBAgUEUiFgEsfDy5yQYsQIECAAAECwwjkBH9n7f6b0X0EeJhbT6MECIwocAvzcn4n4O3YEZ30TIAAAQIECBAgQIAAgVIC0cK/ua/pPW18/zXI/hAgQIAAAQIEygrkBM+PVxREP4rUe7z0xnTUt4WpHX/eJde7/+aVfQlIXV+rEyBAgMB1Akvvs27VXPV+y0eAbxPwNwECBAgQIECAAAECBAgQIECAAIFKAleFf3M7AsBKQ7UsAQIECBAYXWDrbr6tx4/uq/9yAqmdfqmdgeWubCUCBAgQIECgR4HHoG9+/Pjc2X0LAM8Wdz0CBAgQIDCQQG6ol3vcQHRaJUCAAAECBAgQaFjgFvpdHfzdCAWANwl/EyBAgAABAlUEnoV7z16vUpRFCTwI2AX4AOIhAQIECBAg0JWALwHpapyaIUCAAAECBAjkCSz9cuoo/4Y6r4PyR6195DcVEJavYpwVfQnIOLPWKQECBAhcL2AH4PUzUAEBAgQIECBAgEAAASFfgCEogQABAgQIEKgiYAdgFVaLEiBAgAABAgRiC9gBmJ5PaieggDBt5hUCBAgQIEAgtoAdgLHnozoCBAgQIECAAAECBAgQIECAAAEChwQEgIf4nEyAAAECBAgQINCbQGqnX2pnYG/964cAAQIECBDoT0AA2N9MdUSAAAECBAgQIECAAAECBAgQIEDgj4AA8A+FHwgQIECAAAECBAj8I2AXoDuBAAECBAgQ6ElAANjTNPVCgAABAgQIECBQXcBHgasTuwABAgQIECBQWEAAWBjUcgQIECBAgAABAn0IpHYB9tGdLggQIECAAIGRBASAI01brwQIECBAgAABApsEUiGgXYCbGB1MgAABAgQIXCwgALx4AC5PgAABAgQIECBAgAABAgQIECBAoKaAALCmrrUJECBAgAABAgSaF7ALsPkRaoAAAQIECAwvIAAc/hYAQIAAAQIECBAgQIAAAQIECBAg0LOAALDn6eqNAAECBAgQIECgiIBdgEUYLUKAAAECBAhcJCAAvAjeZQkQIECAAAECBAgQIECAAAECBAicISAAPEPZNQgQIECAAAECBJoXsAuw+RFqgAABAgQIDCsgABx29BonQIAAAQIECBAoJTBNpVayDgECBAgQIECgvIAAsLypFQkQIECAAAECBDoVSO0C7LRdbREgQIAAAQKdCAgAOxmkNggQIECAAAECBM4RSIWAdgGe4+8qBAgQIECAwHYBAeB2M2cQIECAAAECBAgQIECAAAECBAgQaEZAANjMqBRKgAABAgQIECAQRcAuwCiTUAcBAgQIECCQIyAAzFFyDAECBAgQIECAAAECBAgQIECAAIFGBQSAjQ5O2QQIECBAgAABAtcK2AV4rb+rEyBAgAABAvkCAsB8K0cSIECAAAECBAgQIECAAAECBAgQaE5AANjcyBRMgAABAgQIECAQRcAuwCiTUAcBAgQIECCwJiAAXNPxGgECBAgQIECAAIGdAtO080SnESBAgAABAgQKCwgAC4NajgABAgQIECBAYCyB1C7AsRR0S4AAAQIECEQWEABGno7aCBAgQIAAAQIEmhBIhYB2ATYxPkUSIECAAIHuBQSA3Y9YgwQIECBAgAABAgQIECBAgAABAiMLCABHnr7eCRAgQIAAAQIEignYBViM0kIECBAgQIBAYQEBYGFQyxEgQIAAAQIECBAgQIAAAQIECBCIJCAAjDQNtRAgQIAAAQIECDQtYBdg0+NTPAECBAgQ6FZAANjtaDVGgAABAgQIECBAgAABAgQIECBA4OVFAOguIECAAAECBAgQIFBQwC7AgpiWIkCAAAECBIoICACLMFqEAAECBAgQIECAwHOBaXp+jCMIECBAgAABAqUFBIClRa1HgAABAgQIECAwvEBqF+DwMAAIECBAgACBSwQEgJewuygBAgQIECBAgEDvAqkQ0C7A3ievPwIECBAgEE9AABhvJioiQIAAAQIECBAgQIAAAQIECBAgUExAAFiM0kIECBAgQIAAAQIEPgrYBfjRwyMCBAgQIEDgGgEB4DXurkqAAAECBAgQIECAAAECBAgQIEDgFAEB4CnMLkKAAAECBAgQIDCqgF2Ao05e3wQIECBAII6AADDOLFRCgAABAgQIECBAgAABAgQIECBAoLiAALA4qQUJECBAgAABAgQIfBSwC/Cjh0cECBAgQIDAuQICwHO9XY0AAQIECBAgQIDAB4Fp+vDQAwIECBAgQIBAcQEBYHFSCxIgQIAAAQIECBD4WyC1C/DvIz1DgAABAgQIECgrIAAs62k1AgQIECBAgAABAkmBVAhoF2CSzAsECBAgQIBAAQEBYAFESxAgQIAAAQIECBAgQIAAAQIECBCIKiAAjDoZdREgQIAAAQIECHQpYBdgl2PVFAECBAgQCC0gAAw9HsURIECAAAECBAgQIECAAAECBAgQOCYgADzm52wCBAgQIECAAAECmwXsAtxM5gQCBAgQIEDggIAA8ACeUwkQIECAAAECBAiUFvCFIKVFrUeAAAECBAgIAN0DBAgQIECAAAECBC4QSO0CvKAUlyRAgAABAgQ6FxAAdj5g7REgQIAAAQIECLQnYBdgezNTMQECBAgQiCwgAIw8HbURIECAAAECBAh0LWAXYNfj1RwBAgQIEAgjIAAMMwqFECBAgAABAgQIjCiQCgHtAhzxbtAzAQIECBCoIyAArONqVQIECBAgQIAAAQIECBAgQIAAAQIhBF5DVKEIAgQIEBhK4MvLtz/9fn/5+udnPxAgQGBUgXkX4NKOv/m51A7BUa30TYAAAQIECGwXsANwu5kzCBAgQIAAAQIECBAgQIAAAQIECDQjIABsZlQKJUCAAAECBAgQ6FkgtdNvaWdgzw56I0CAAAECBMoLCADLm1qRAAECBAgQIECAQFEBIWBRTosRIECAAIHhBASAw41cwwQIECBAgAABAlEFUrsAo9arLgIECBAgQKANAQFgG3NSJQECBAgQIECAwCACqRDQLsBBbgBtEiBAgACBCgICwAqoliRAgAABAgQIECBAgAABAgQIECAQRUAAGGUS6iBAgAABAgQIECDwXwG7AN0KBAgQIECAQEkBAWBJTWsRIECAAAECBAgQIECAAAECBAgQCCYgAAw2EOUQIECAAAECBAgQmAXsAnQfECBAgAABAqUEBIClJK1DgAABAgQIECBAgAABAgQIECBAIKCAADDgUJREgAABAgQIECBAYBawC9B9QIAAAQIECJQQeC2xiDUIECBAgACB8gJfXr4lF/3+8jX5mhcIEBhDYJrSAeEYArokQIAAAQIEcgUEgLlSjiNAgAABAicJrAV/txJuxwgCbyL+JtCvwLwLcA77/CFAgAABAgQI7BXwEeC9cs4jQIAAAQIECBAgcJKAjwKfBO0yBAgQIECgUwEBYKeD1RYBAgQItClw29mXW/3W43PXdRwBAgQIECBAgAABAv0ICAD7maVOCBAgQIAAAQIEOhawC7Dj4WqNAAECBAhUFhAAVga2PAECBAgQIEAgosBbKk2KWKyaCBAgQIAAAQIEDgkIAA/xOZkAAQIECBAg0I/A5Jsmwg8zldsaXfjRKZAAAQIECFwq4FuAL+V3cQIECIwp4Jtrx5y7rgkQIECAAAECBAgQuEZAAHiNu6sSIECAAAECBAgQ2CUw7wJc2vE3P5faIbjrQk66VODnp89Vrv/660eVdS1KgAABArEFfAQ49nxUR4AAAQKDCWzdHbn1+ME4tUtgOIGlYHA4BA0TIECAAAECfwkIAP8i8QQBAgQIECBAgACB2AJ2+sWej+oIECBAgEA0gen9G+DeP0TgDwECBAgQIBBN4MvLt2RJdv4labywQWDpSz+8NdwAGODQ1I4/7/ADDOdgCT4CfBDQ6QQIECDwQUAA+IHDAwIECBAgQIDAOAICwPZnLQBsf4apDgSAKRnPEyBAgMAeAR8B3qPmHAIECBAgQIAAAQIBBFI7/VLBYICSlUCAAAECBAhcICAAvADdJQkQIECAAAECBAgQIECAAAECBAicJSAAPEvadQgQIECAAAECBAhUELALsAKqJQkQIECAQGcCAsDOBqodAgQIECBAgAABAgQIECBAgAABAvcCvgTkXsPPBAgQIECAAIGBBHwJSF/DTv3ev9QOwb661w0BAgQIECCwJmAH4JqO1wgQIECAAAECBAg0LpAKBhtvS/kECBAgQIDABgEB4AYshxIgQIAAAQIECBCIKmCnX9TJqIsAAQIECFwvIAC8fgYqIECAAAECBAgQIFBEIBUC2gVYhNciBAgQIECgWQEBYLOjUzgBAgQIECBAgAABAgQIECBAgACB5wICwOdGjiBAgAABAgQIECDQjIBdgM2MSqEECBAgQOA0AQHgadQuRIAAAQIECBAgQIAAAQIECBAgQOB8AQHg+eauSIAAAQIECBAgQKCqgF2AVXktToAAAQIEmhMQADY3MgUTIECAAAECBAgQIECAAAECBAgQyBcQAOZbOZIAAQIECBAgQIBAMwJ2ATYzKoUSIECAAIHqAgLA6sQuQIAAAQIECBAgQCCWwDTFqkc1BAgQIECAQF0BAWBdX6sTIECAAAECBAgQuEwgtQvwsoJcmAABAgQIELhEQAB4CbuLEiBAgAABAgQIEDhHIBUC2gV4jr+rECBAgACBCAICwAhTUAMBAgQIECBAgAABAgQIECBAgACBSgICwEqwliVAgAABAgQIECAQRcAuwCiTUAcBAgQIELhGQAB4jburEiBAgAABAgQIECBAgAABAgQIEDhFQAB4CrOLECBAgAABAgQIELhWwC7Aa/1dnQABAgQIXCkgALxS37UJECBAgAABAgQIBBDwhSABhqAEAgQIECBQUUAAWBHX0gQIECBAgAABAgQiCaR2AUaqUS0ECBAgQIBAeQEBYHlTKxIgQIAAAQIECBAIK5AKAe0CDDsyhREgQIAAgcMCAsDDhBYgQIAAAQIECBAgQIAAAQIECBAgEFdAABh3NiojQIAAAQIECBAgUEXALsAqrBYlQIAAAQJhBQSAYUejMAIECBAgQIAAAQIECBAgQIAAAQLHBQSAxw2tQIAAAQIECBAgQKA5AbsAmxuZggkQIECAwG4BAeBuOicSIECAAAECBAgQIECAAAECBAgQiC8gAIw/IxUSIECAAAECBAgQqCJgF2AVVosSIECAAIFwAgLAcCNREAECBAgQIECAAIHrBabp+hpUQIAAAQIECJQREACWcbQKAQIECBAgQIAAgSYFUrsAm2xG0QQIECBAgMCigABwkcWTBAgQIECAAAECBMYRSIWAdgGOcw/olAABAgT6FhAA9j1f3REgQIAAAQIECBAgQIAAAQIECAwuIAAc/AbQPgECBAgQIECAAIFZwC5A9wEBAgQIEOhXQADY72x1RoAAAQIECBAgQIAAAQIECBAgQOBFAOgmIECAAAECBAgQIEDgt4BdgG4EAgQIECDQp4AAsM+56ooAAQIECBAgQIAAAQIECBAgQIDAbwEBoBuBAAECBAgQIECAAIE/AnYB/qHwAwECBAgQ6EZAANjNKDVCgAABAgQIECBAoK7ANNVd3+oECBAgQIBAHQEBYB1XqxIgQIAAAQIECBBoViC1C7DZhhROgAABAgQGFxAADn4DaJ8AAQIECBAgQIDAkkAqBLQLcEnLcwQIECBAILaAADD2fFRHgAABAgQIECBAgAABAgQIECBA4JCAAPAQn5MJECBAgAABAgQI9CtgF2C/s9UZAQIECIwlIAAca966JUCAAAECBAgQIECAAAECBAgQGExAADjYwLVLgAABAgQIECBAYIuAXYBbtBxLgAABAgRiCggAY85FVQQIECBAgAABAgQIECBAgAABAgSKCAgAizBahAABAgQIECBAgEC/AnYB9jtbnREgQIDAGAICwDHmrEsCBAgQIECAAAECVQSmqcqyFiVAgAABAgQKCggAC2JaigABAgQIECBAgECvAqldgL32qy8CBAgQINCTgACwp2nqhQABAgQIECBAgEBFgVQIaBdgRXRLEyBAgACBAgICwAKIliBAgAABAgQIECBAgAABAgQIECAQVUAAGHUy6iJAgAABAgQIECAQUMAuwIBDURIBAgQIEHgiIAB8AuRlAgQIECBAgAABAgQIECBAgAABAi0LvLZcvNoJECBAgAABAgQILAl8efm29PSf576/fP3zsx+2C8y7AJd+79/8XGqH4ParOIMAAQIECBAoJWAHYClJ6xAgQIAAAQIECIQQeBb+zUXmHBOiGUUQIECAAAECBAoICAALIFqCAAECBAgQIEAghsCWYG/LsTG6i1VFaqff0s7AWJWrhgABAgQIjCcgABxv5jomQIAAAQIECBAgUFVACFiV1+IECBAgQGCzgABwM5kTCBAgQIAAAQIEIgrs2dG355yIvV9VU2oX4FX1uC4BAgQIECCwLCAAXHb5//buKMlxGooCaLuKlbBRio2ylYGBYuiho35xWrbflQ8/9ESJ/HRuPuCWoL1KgAABAgQIECBAgMATAqMS0C3AJ/C8hQABAgQInCSgADwJ2mMIECBAgAABAgQIECBAgAABAgQIXCGgALxC3TMJECBAgAABAgQILCTgFuBCYToKAQIECCwpoABcMlaHIkCAAAECBAgQIECAAAECBAgQIPCPgALQN4EAAQIECBAgQIAAgS8LuAX4ZUIbECBAgACBwwQUgIfR2pgAAQIECBAgQIAAge8CfiGI7wEBAgQIELhWQAF4rb+nEyBAgAABAgQIEFhGYHQLcJkDOggBAgQIEAgVUACGBmdsAgQIECBAgAABAkkCbgEmpWVWAgQIEFhNQAG4WqLOQ4AAAQIECBAgQOBCAbcAL8T3aAIECBAgMBBQAA5gvEyAAAECBAgQIECAwGsCoxLQLcDXPH2KAAECBAh8VUAB+FVBnydAgAABAgQIEGgh8Mfbb7vneOUzux/iAwQIECBAgACBiwUUgBcH4PEECBAgQIAAAQIEVhRwC3DFVJ2JAAECBFIFFICpyZmbAAECBAgQIEDgg8CeG3173vvhQV4gQIAAAQIECAQJKACDwjIqAQIECBAgQIBALfBMsffMe+oneUcl4BZgJWSdAAECBAicI7B9++uvcx7lKQQIECBAgAABAp0Etge/kcE/GnZKaI1ZHnzNfhzMv4n8oPADAQIECBA4VOCXQ3e3OQECBAgQINBa4Ne335+ez42pp6m8kQCBdwLfS77PSsB3b/UjAQIECBAgcJCAG4AHwdqWAAECBAh0FdhT+o3OoAwcyWS97gZgVl7p045KQLcA05M1PwECBAgkCPh/ACakZEYCBAgQIDBJYEb5932UWftMOpZtCBAgQIAAAQIECBD4REAB+AmOJQIECBAgsJLA7NJu9n4rWTsLAQIfBUY3/UY3Az/u4BUCBAgQIEDgVQEF4KtyPkeAAAECBAgQIECAAAECBAgQIEAgQEABGBCSEQkQIECAAAECBAisIOAW4AopOgMBAgQIJAooABNTMzMBAgQIECBAgAABAgQIECBAgACBJwUUgE9CeRsBAgQIECBAgAABAl8XcAvw64Z2IECAAAECewUUgHvFvJ8AAQIECBAgQIAAgUME/EKQQ1htSoAAAQIE3hSAvgQECBAgQOAmAn+8/Tb1pLP3mzqczQgQaC0wugXYemjDESBAgACBYAEFYHB4RidAgAABAnsFZpV2s/bZO7/3EyCwjsCoBHQLcJ2MnYQAAQIE+ghs3/76q884JiFAgAABAgTOFPj17fenH6f0e5oq5o3bg6bFPxrGxLfEoA++gn+fy7+hLBGvQxAgQIBAIwEFYKMwjEKAAAECBAgQOFNAAXimtmeNBJSAIxmvEyBAgACBeQL+E+B5lnYiQIAAAQIECBAgQIAAAQIECBAg0E5AAdguEgMRIECAAAECBAgQuI/A6D/3Hd0MvI+MkxIgQIAAgXkCCsB5lnYiQIAAAQIECBAgQIAAAQIECBAg0E5AAdguEgMRIECAAAECBAgQuJeAW4D3yttpCRAgQOB8AQXg+eaeSIAAAQIECBAgQIDAkwL+U+AnobyNAAECBAh8IqAA/ATHEgECBAgQIECAAAEC5wiMbgGe83RPIUCAAAECawsoANfO1+kIECBAgAABAgQIxAiMSkC3AGMiNCgBAgQINBVQADYNxlgECBAgQIAAAQIECBAgQIAAAQIEZggoAGco2oMAAQIECBAgQIAAgSkCbgFOYbQJAQIECBD4SUAB+BOHPxAgQIAAAQIECBAgQIAAAQIECBBYS0ABuFaeTkOAAAECBAgQIEAgXsAtwPgIHYAAAQIEmgkoAJsFYhwCBAgQIECAAAECBAgQIECAAAECMwUUgDM17UWAAAECBAgQIECAwBQBtwCnMNqEAAECBAj8LaAA9EUgQIAAAQIECBAgQCBKYNuixjUsAQIECBC4XEABeHkEBiBAgAABAgQIECBA4JHA6Bbgo/d6jQABAgQIEBgLKADHNlYIECBAgAABAgQIELhYYFQCugV4cTAeT4AAAQJRAgrAqLgMS4AAAQIECBAgQIAAAQIECBAgQGCfgAJwn5d3EyBAgAABAgQIECBwsoBbgCeDexwBAgQILCegAFwuUgciQIAAAQIECBAgQIAAAQIECBAg8J+AAvA/Cz8RIECAAAECBAgQINBUwC3ApsEYiwABAgQiBBSAETEZkgABAgQIECBAgAABAgQIECBAgMBrAgrA19x8igABAgQIECBAgACBkwXcAjwZ3OMIECBAYBkBBeAyUToIAQIECBAgQIAAgfsKbNt9z+7kBAgQIECgElAAVkLWCRAgQIAAAQIECBBoIzC6BdhmQIMQIECAAIGGAgrAhqEYiQABAgQIECBAgACBscCoBHQLcGxmhQABAgTuLaAAvHf+Tk+AAAECBAgQIECAAAECBAgQILC4gAJw8YAdjwABAgQIECBAgMCKAm4BrpiqMxEgQIDAUQIKwKNk7UuAAAECBAgQIECAAAECBAgQIECggYACsEEIRiBAgAABAgQIECBAYL+AW4D7zXyCAAECBO4poAC8Z+5OTYAAAQIECBAgQGBpAb8QZOl4HY4AAQIEdgooAHeCeTsBAgQIECBAgAABAn0ERrcA+0xoEgIECBAgcL2AAvD6DExAgAABAgQIECBAgMABAm4BHoBqSwIECBCIFFAARsZmaAIECBAgQIAAAQIE/hVwC/BfCX8nQIAAAQKPBRSAj128SoAAAQIECBAgQIBAkMCoBHQLMChEoxIgQIDAYQIKwMNobUyAAAECBAgQIECAAAECBAgQIEDgegEF4PUZmIAAAQIECBAgQIAAgQkCbgFOQLQFAQIECCwpoABcMlaHIkCAAAECBAgQIECAAAECBAgQIPCPgALQN4EAAQIECBAgQIAAgWUE3AJcJkoHIUCAAIGJAgrAiZi2IkCAAAECBAgQIECgr4BfCNI3G5MRIECAwLECCsBjfe1OgAABAgQIECBAgMDJAqNbgCeP4XEECBAgQKCNgAKwTRQGIUCAAAECBAgQIEBglsCoBHQLcJawfQgQIEAgSUABmJSWWQkQIECAAAECBAgQIECAAAECBAjsFFAA7gTzdgIECBAgQIAAAQIEMgTcAszIyZQECBAgcLyAAvB4Y08gQIAAAQIECBAgQIAAAQIECBAgcJmAAvAyeg8mQIAAAQIECBAgQOBoAbcAjxa2PwECBAgkCCgAE1IyIwECBAgQIECAAAECBAgQIECAAIEXBRSAL8L5GAECBAgQIECAAAECGQJuAWbkZEoCBAgQOE5AAXicrZ0JECBAgAABAgQIEGgusG3NBzQeAQIECBCYIKAAnIBoCwIECBAgQIAAAQIEeguMbgH2ntp0BAgQIEBgjoACcI6jXQgQIECAAAECBAgQaC4wKgHdAmwenPEIECBA4MsCCsAvE9qAAAECBAgQIECAAAECBAgQIECAQF8BBWDfbExGgAABAgQIECBAgMBkAbcAJ4PajgABAgQiBBSAETEZkgABAgQIECBAgAABAgQIECBAgMBrAgrA19x8igABAgQIECBAgACBUAG3AEODMzYBAgQIvCygAHyZzgcJECBAgAABAgQIECBAgAABAgQI9BdQAPbPyIQECBAgQIAAAQIECEwWcAtwMqjtCBAgQKC1gAKwdTyGI0CAAAECBAgQIEDgbIFtO/uJnkeAAAECBI4VUAAe62t3AgQIECBAgAABAgSaCoxuATYd11gECBAgQOBlAQXgy3Q+SIAAAQIECBAgQIBAusCoBHQLMD1Z8xMgQIDAewEF4HsNPxMgQIAAAQIECBAgQIAAAQIECBBYTEABuFigjkOAAAECBAgQIECAwD4BtwD3eXk3AQIECOQJKADzMjMxAQIECBAgQIAAAQIECBAgQIAAgacFFIBPU3kjAQIECBAgQIAAAQKrCrgFuGqyzkWAAAEC3wUUgL4HBAgQIECAAAECBAgQIECAAAECBBYWUAAuHK6jESBAgAABAgQIECDwvIBbgM9beScBAgQIZAkoALPyMi0BAgQIECBAgAABAhcIbNsFD/VIAgQIECAwSUABOAnSNgQIECBAgAABAgQI5AuMbgHmn8wJCBAgQODOAgrAO6fv7AQIECBAgAABAgQIfBAYlYBuAX6g8gIBAgQIhAgoAEOCMiYBAgQIECBAgAABAgQIECBAgACBVwQUgK+o+QwBAgQIECBAgAABAksLuAW4dLwOR4AAgdsJKABvF7kDEyBAgAABAgQIECBAgAABAgQI3ElAAXintJ2VAAECBAgQIECAAIGnBdwCfJrKGwkQIECguYACsHlAxiNAgAABAgQIECBAgAABAgQIECDwFQEF4Ff0fJYAAQIECBAgQIAAgaUF3AJcOl6HI0CAwG0EFIC3idpBCRAgQIAAAQIECBCYKbBtM3ezFwECBAgQOE5AAXicrZ0JECBAgAABAgQIEFhAYHQLcIGjOQIBAgQI3ERAAXiToB2TAAECBAgQIECAAIHXBUYloFuAr5v6JAECBAicJ6AAPM/akwgQIECAAAECBAgQIECAAAECBAicLqAAPJ3cAwkQIECAAAECBAgQSBRwCzAxNTMTIECAwHcBBaDvAQECBAgQIECAAAECBAgQIECAAIGFBRSAC4fraAQIECBAgAABAgQIzBVwC3Cup90IECBA4BwBBeA5zp5CgAABAgQIECBAgMDiAn4hyOIBOx4BAgSCBRSAweEZnQABAgQIECBAgACB8wVGtwDPn8QTCRAgQIDAcwIKwOecvIsAAQIECBAgQIAAAQI/BEYloFuAP4j8QIAAAQKNBBSAjcIwCgECBAgQIECAAAECBAgQIECAAIHZAgrA2aL2I0CAAAECBAgQIEDgFgJuAd4iZockQIDAEgIKwCVidAgCBAgQIECAAAECBAgQIECAAAECjwUUgI9dvEqAAAECBAgQIECAAIFSwC3AksgbCBAgQKCBgAKwQQhGIECAAAECBAgQIECAAAECBAgQIHCUgALwKFn7EiBAgAABAgQIECBwCwG3AG8Rs0MSIEAgWkABGB2f4QkQIECAAAECBAgQ6CywbZ2nMxsBAgQI3EVAAXiXpJ2TAAECBAgQIECAAIHDBEa3AA97oI0JECBAgMAOAQXgDixvJUCAAAECBAgQIECAwEhgVAK6BTgS8zoBAgQInCWgADxL2nMIECBAgAABAgQIECBAgAABAgQIXCCgALwA3SMJECBAgAABAgQIEFhTwC3ANXN1KgIECKQLKADTEzQ/AQIECBAgQIAAAQIECBAgQIAAgU8EFICf4FgiQIAAAQIECBAgQIDAXgG3APeKeT8BAgQIHC2gADxa2P4ECBAgQIAAAQIECBAgQIAAAQIELhRQAF6I79EECBAgQIAAAQIECKwp4Bbgmrk6FQECBFIFFICpyZmbAAECBAgQIECAAIFIgW2LHNvQBAgQIBAsoAAMDs/oBAgQIECAAAECBAj0FRjdAuw7sckIECBAYFUBBeCqyToXAQIECBAgQIAAAQKXC4xKQLcAL4/GAAQIELiVgALwVnE7LAECBAgQIECAAAECBAgQIECAwN0EFIB3S9x5CRAgQIAAAQIECBA4VcAtwFO5PYwAAQIEHggoAB+geIkAAQIECBAgQIAAAQIECBAgQIDAKgIKwFWSdA4CBAgQIECAAAECBNoKuAXYNhqDESBA4BYCCsBbxOyQBAgQIECAAAECBAgQIECAAAECdxVQAN41eecmQIAAAQIECBAgQOBUAbcAT+X2MAIECBB4J6AAfIfhRwIECBAgQIAAAQIECFwhsG1XPNUzCRAgQOAuAgrAuyTtnAQIECBAgAABAgQIXC4wugV4+WAGIECAAIGlBRSAS8frcAQIECBAgAABAgQIdBMYlYBuAXZLyjwECBBYR0ABuE6WTkKAAAECBAgQIECAAAECBAgQIEDgg4AC8AOJFwgQIECAAAECBAgQIHCsgFuAx/ranQABAgR+FlAA/uzhTwQIECBAgAABAgQIECBAgAABAgSWElAALhWnwxAgQIAAAQIECBAgkCLgFmBKUuYkQIBAvoACMD9DJyBAgAABAgQIECBAgAABAgQIECAwFFAADmksECBAgAABAgQIECBA4FgBtwCP9bU7AQIECPwjoAD0TSBAgAABAgQIECBAgEBDgW1rOJSRCBAgQCBSQAEYGZuhCRAgQIAAAQIECBBYRWB0C3CV8zkHAQIECFwvoAC8PgMTECBAgAABAgQIECBwc4FRCegW4M2/GI5PgACBSQIKwEmQtiFAgAABAgQIECBAgAABAgQIECDQUUAB2DEVMxEgQIAAAQIECBAgcDsBtwBvF7kDEyBA4DQBBeBp1B5EgAABAgQIECBAgAABAgQIECBA4HwBBeD55p5IgAABAgQIECBAgACBhwJuAT5k8SIBAgQIfFFAAfhFQB8nQIAAAQIECBAgQIDAGQJ+IcgZyp5BgACBNQUUgGvm6lQECBAgQIAAAQIECIQKjG4Bhh7H2AQIECDQQEAB2CAEIxAgQIAAAQIECBAgQOAZAbcAn1HyHgIECBD4v4AC8P8i/kyAAAECBAgQIECAAIGLBdwCvDgAjydAgMBiAgrAxQJ1HAIECBAgQIAAAQIE1hAYlYBuAa6Rr1MQIEDgTAEF4JnankWAAAECBAgQIECAAAECBAgQIEDgZAEF4MngHkeAAAECBAgQIECAAIFnBdwCfFbK+wgQIEDgMwEF4Gc61ggQIECAAAECBAgQIECAAAECBAiECygAwwM0PgECBAgQIECAAAECawu4Bbh2vk5HgACBMwQUgGcoewYBAgQIECBAgAABAgQOEPALQQ5AtSUBAgQWFFAALhiqIxEgQIAAAQIECBAgsJbA6BbgWqd0GgIECBA4SkABeJSsfQkQIECAAAECBAgQIDBRQAk4EdNWBAgQuJmAAvBmgTsuAQIECBAgQIAAAQIECBAgQIDAvQQUgPfK22kJECBAgAABAgQIEAgWcAswODyjEyBA4EKBXy58tkcTIECAAAECBAgQIECAwE4BJeBOMG8nQIAAgTc3AH0JCBAgQIAAAQIECBAgQIAAAQIECCwsoABcOFxHI0CAAAECBAgQIECAAAECBAgQIKAA9B0gQIAAAQIECBAgQIAAAQIECBAgsLCAAnDhcB2NAAECBAgQIECAAAECBAgQIECAgALQd4AAAQIECBAgQIAAAQIECBAgQIDAwgJ+C/DC4ToaAQIECBAgQIAAAQIE3gts2/s/zf/Zbyieb2pHAgQIzBBwA3CGoj0IECBAgAABAgQIECBA4O3oghExAQIECLwmoAB8zc2nCBAgQIAAAQIECBAgQIAAAQIECEQIKAAjYjIkAQIECBAgQIAAAQIECBAgQIAAgdcEFICvufkUAQIECBAgQIAAAQIE4gT8P/riIjMwAQIEpgj4JSBTGG1CgAABAgQIECBAgACBDAElYEZOpiRAgMBMATcAZ2raiwABAgQIECBAgAABAgQIECBAgEAzAQVgs0CMQ4AAAQIECBAgQIAAAQIECBAgQGCmgAJwpqa9CBAgQIAAAQIECBAgQIAAAQIECDQTUAA2C8Q4BAgQIECAAAECBAgQIECAAAECBGYKKABnatqLAAECBAgQIECAAAECBAgQIECAQDMBBWCzQIxDgAABAgQIECBAgAABAgQIECBAYKaAAnCmpr0IECBAgAABAgQIECBAgAABAgQINBNQADYLxDgECBAgQIAAAQIECBAgQIAAAQIEZgooAGdq2osAAQIECBAgQIAAAQIECBAgQIBAMwEFYLNAjEOAAAECBAgQIECAAAECBAgQIEBgpoACcKamvQgQIECAAAECBAgQIECAAAECBAg0E1AANgvEOAQIECBAgAABAgQIECBAgAABAgRmCigAZ2raiwABAgQIECBAgAABAgQIECBAgEAzAQVgs0CMQ4AAAQIECBAgQIAAAQIECBAgQGCmgAJwpqa9CBAgQIAAAQIECBAgQIAAAQIECDQTUAA2C8Q4BAgQIECAAAECBAgQIECAAAECBGYKKABnatqLAAECBAgQIECAAAECBAgQIECAQDMBBWCzQIxDgAABAgQIECBAgAABAgQIECBAYKaAAnCmpr0IECBAgAABAgQIECBAgAABAgQINBNQADYLxDgECBAgQIAAAQIECBAgQIAAAQIEZgooAGdq2osAAQIECBAgQIAAAQIECBAgQIBAMwEFYLNAjEOAAAECBAgQIECAAAECBAgQIEBgpoACcKamvQgQIECAAAECBAgQIECAAAECBAg0E1AANgvEOAQIECBAgAABAgQIECBAgAABAgRmCigAZ2raiwABAgQIECBAgAABAgQIECBAgEAzAQVgs0CMQ4AAAQIECBAgQIAAAQIECBAgQGCmgAJwpqa9CBAgQIAAAQIECBAgQIAAAQIECDQTUAA2C8Q4BAgQIECAAAECBAgQIECAAAECBGYKKABnatqLAAECBAgQIECAAAECBAgQIECAQDMBBWCzQIxDgAABAgQIECBAgAABAgQIECBAYKaAAnCmpr0IECBAgAABAgQIECBAgAABAgQINBNQADYLxDgECBAgQIAAAQIECBAgQIAAAQIEZgooAGdq2osAAQIECBAgQIAAAQIECBAgQIBAMwEFYLNAjEOAAAECBAgQIECAAAECBAgQIEBgpoACcKamvQgQIECAAAECBAgQIECAAAECBAg0E1AANgvEOAQIECBAgAABAgQIECBAgAABAgRmCigAZ2raiwABAgQIECBAgAABAgQIECBAgEAzAQVgs0CMQ4AAAQIECBAgQIAAAQIECBAgQGCmgAJwpqa9CBAgQIAAAQIECBAgQIAAAQIECDQTUAA2C8Q4BAgQIECAAAECBAgQIECAAAECBGYKKABnatqLAAECBAgQIECAAAECBAgQIECAQDMBBWCzQIxDgAABAgQIECBAgAABAgQIECBAYKaAAnCmpr0IECBAgAABAgQIECBAgAABAgQINBNQADYLxDgECBAgQIAAAQIECBAgQIAAAQIEZgooAGdq2osAAQIECBAgQIAAAQIECBAgQIBAMwEFYLNAjEOAAAECBAgQIECAAAECBAgQIEBgpoACcKamvQgQIECAAAECQQLfvn0LmtaoBAgQIECAAAECrwr88uoHfY4AAQIECBAgQCBfQAmYn6ETECBAgAABAgQqATcAKyHrBAgQIECAAAECBAgQIECAAAECBIIFFIDB4RmdAAECBAgQIECAAAECBAgQIECAQCWgAKyErBMgQIAAAQIECBAgQIAAAQIECBAIFlAABodndAIECBAgQIAAAQIECBAgQIAAAQKVgAKwErJOgAABAgQIECBAgAABAgQIECBAIFhAARgcntEJECBAgAABAgQIECBAgAABAgQIVAIKwErIOgECBAgQIECAAAECBAgQIECAAIFgAQVgcHhGJ0CAAAECBAgQIECAAAECBAgQIFAJKAArIesECBAgQIAAAQIECBAgQIAAAQIEggUUgMHhGZ0AAQIECBAgQIAAAQIECBAgQIBAJaAArISsEyBAgAABAgQIECBAgAABAgQIEAgWUAAGh2d0AgQIECBAgAABAgQIECBAgAABApWAArASsk6AAAECBAgQIECAAAECBAgQIEAgWEABGBye0QkQIECAAAECBAgQIECAAAECBAhUAgrASsg6AQIECBAgQIAAAQIECBAgQIAAgWABBWBweEYnQIAAAQIECBAgQIAAAQIECBAgUAkoACsh6wQIECBAgAABAgQIECBAgAABAgSCBRSAweEZnQABAgQIECBAgAABAgQIECBAgEAloACshKwTIECAAAECBAgQIECAAAECBAgQCBZQAAaHZ3QCBAgQIECAAAECBAgQIECAAAEClYACsBKyToAAAQIECBAgQIAAAQIECBAgQCBYQAEYHJ7RCRAgQIAAAQIECBAgQIAAAQIECFQCCsBKyDoBAgQIECBAgAABAgQIECBAgACBYAEFYHB4RidAgAABAgQIECBAgAABAgQIECBQCSgAKyHrBAgQIECAAAECBAgQIECAAAECBIIFFIDB4RmdAAECBAgQIECAAAECBAgQIECAQCWgAKyErBMgQIAAAQIECBAgQIAAAQIECBAIFlAABodndAIECBAgQIAAAQIECBAgQIAAAQKVgAKwErJOgAABAgQIECBAgAABAgQIECBAIFhAARgcntEJECBAgAABAgQIECBAgAABAgQIVAIKwErIOgECBAgQIECAAAECBAgQIECAAIFgAQVgcHhGJ0CAAAECBAgQIECAAAECBAgQIFAJKAArIesECBAgQIAAAQIECBAgQIAAAQIEggUUgMHhGZ0AAQIECBAgQIAAAQIECBAgQIBAJaAArISsEyBAgAABAgQIECBAgAABAgQIEAgWUAAGh2d0AgQIECBAgAABAgQIECBAgAABApWAArASsk6AAAECBAgQIECAAAECBAgQIEAgWEABGBye0QkQIECAAAECBAgQIECAAAECBAhUAgrASsg6AQIECBAgQIAAAQIECBAgQIAAgWABBWBweEYnQIAAAQIECBAgQIAAAQIECBAgUAkoACsh6wQIECBAgAABAgQIECBAgAABAgSCBRSAweEZnQABAgQIECBAgAABAgQIECBAgEAloACshKwTIECAAAECBAgQIECAAAECBAgQCBZQAAaHZ3QCBAgQIECAAAECBAgQIECAAAEClYACsBKyToAAAQIECBAgQIAAAQIECBAgQCBYQAEYHJ7RCRAgQIAAAQIECBAgQIAAAQIECFQCCsBKyDoBAgQIECBAgAABAgQIECBAgACBYAEFYHB4RidAgAABAgQIECBAgAABAgQIECBQCSgAKyHrBAgQIECAAAECBAgQIECAAAECBIIFFIDB4RmdAAECBAgQIECAAAECBAgQIECAQCWgAKyErBMgQIAAAQIECBAgQIAAAQIECBAIFlAABodndAIECBA6T+DmAAAGHElEQVQgQIAAAQIECBAgQIAAAQKVgAKwErJOgAABAgQIECBAgAABAgQIECBAIFhAARgcntEJECBAgAABAgQIECBAgAABAgQIVAIKwErIOgECBAgQIECAAAECBAgQIECAAIFgAQVgcHhGJ0CAAAECBAgQIECAAAECBAgQIFAJKAArIesECBAgQIAAAQIECBAgQIAAAQIEggUUgMHhGZ0AAQIECBAgQIAAAQIECBAgQIBAJaAArISsEyBAgAABAgQIECBAgAABAgQIEAgWUAAGh2d0AgQIECBAgAABAgQIECBAgAABApWAArASsk6AAAECBAgQIECAAAECBAgQIEAgWEABGBye0QkQIECAAAECBAgQIECAAAECBAhUAgrASsg6AQIECBAgQIAAAQIECBAgQIAAgWABBWBweEYnQIAAAQIECBAgQIAAAQIECBAgUAkoACsh6wQIECBAgAABAgQIECBAgAABAgSCBRSAweEZnQABAgQIECBAgAABAgQIECBAgEAloACshKwTIECAAAECBAgQIECAAAECBAgQCBZQAAaHZ3QCBAgQIECAAAECBAgQIECAAAEClYACsBKyToAAAQIECBAgQIAAAQIECBAgQCBYQAEYHJ7RCRAgQIAAAQIECBAgQIAAAQIECFQCCsBKyDoBAgQIECBAgAABAgQIECBAgACBYAEFYHB4RidAgAABAgQIECBAgAABAgQIECBQCSgAKyHrBAgQIECAAAECBAgQIECAAAECBIIFFIDB4RmdAAECBAgQIECAAAECBAgQIECAQCWgAKyErBMgQIAAAQIECBAgQIAAAQIECBAIFlAABodndAIECBAgQIAAAQIECBAgQIAAAQKVgAKwErJOgAABAgQIECBAgAABAgQIECBAIFhAARgcntEJECBAgAABAgQIECBAgAABAgQIVAIKwErIOgECBAgQIECAAAECBAgQIECAAIFgAQVgcHhGJ0CAAAECBAgQIECAAAECBAgQIFAJKAArIesECBAgQIAAAQIECBAgQIAAAQIEggUUgMHhGZ0AAQIECBAgQIAAAQIECBAgQIBAJaAArISsEyBAgAABAgQIECBAgAABAgQIEAgWUAAGh2d0AgQIECBAgAABAgQIECBAgAABApWAArASsk6AAAECBAgQIECAAAECBAgQIEAgWEABGBye0QkQIECAAAECBAgQIECAAAECBAhUAgrASsg6AQIECBAgQIAAAQIECBAgQIAAgWABBWBweEYnQIAAAQIECBAgQIAAAQIECBAgUAkoACsh6wQIECBAgAABAgQIECBAgAABAgSCBRSAweEZnQABAgQIECBAgAABAgQIECBAgEAloACshKwTIECAAAECBAgQIECAAAECBAgQCBZQAAaHZ3QCBAgQIECAAAECBAgQIECAAAEClYACsBKyToAAAQIECBAgQIAAAQIECBAgQCBYQAEYHJ7RCRAgQIAAAQIECBAgQIAAAQIECFQCCsBKyDoBAgQIECBAgAABAgQIECBAgACBYAEFYHB4RidAgAABAgQIECBAgAABAgQIECBQCSgAKyHrBAgQIECAAAECBAgQIECAAAECBIIFFIDB4RmdAAECBAgQIECAAAECBAgQIECAQCWgAKyErBMgQIAAAQIECBAgQIAAAQIECBAIFlAABodndAIECBAgQIAAAQIECBAgQIAAAQKVgAKwErJOgAABAgQIECBAgAABAgQIECBAIFhAARgcntEJECBAgAABAgQIECBAgAABAgQIVAIKwErIOgECBAgQIECAAAECBAgQIECAAIFgAQVgcHhGJ0CAAAECBAgQIECAAAECBAgQIFAJKAArIesECBAgQIAAAQIECBAgQIAAAQIEggUUgMHhGZ0AAQIECBAgQIAAAQIECBAgQIBAJaAArISsEyBAgAABAgQIECBAgAABAgQIEAgWUAAGh2d0AgQIECBAgAABAgQIECBAgAABApWAArASsk6AAAECBAgQIECAAAECBAgQIEAgWEABGBye0QkQIECAAAECBAgQIECAAAECBAhUAgrASsg6AQIECBAgQIAAAQIECBAgQIAAgWCBPwHjAWYiLLvKZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.1.Linearly_Separable.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.2.Linearly_unseparable.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "我们可以在拿到数据后进行基本的判断，然后确定是否使用感知器方法解决（必须是可以Linearly_Separable）\n",
    "\n",
    "\n",
    "建模思想就是IO与Para优化（调参）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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G4EzVEMtrBVrejELy3pBeuwUkNpHA3vPR83B8sfbMj6749Vqdcf263dE9d+a6M/UqrXtlHXvjDeOvjKdk4Phxgd4aq+9xa1deK9Cyl+3fa2tg9jUENADXqJMoFxZoeUMK6XlTWrjIQl9GoPZ89BwcW8aa9ZGV1Oe3n/7+tSOG4RqOR+WOXTfqefBE3dI1R+VxTNFVowV665nuhdGxmI/AWYGW/bzSHk7zWSnus3V0/T0Cv/+1qf68ZymrEPiWQPriXcvcU7Cm4xyBcQK156Tn4RjnmnHvCmryt9goU569O/Dc+LN1m7lee7nNHPu5qq5/9V7tthmq5VbE49kEWvb0Svs4l89K8c+2P8Tzq4BvAP5q4giBUwK5F+7ShF7QSzKOExgrUHteeh4et6659s6qDj/ERrky/WF6572j9VulXjHOo3neWQtr/S3QW6tYY34EZhVo2dMr7OOWPGatgbjWFNAAXLNuop5QoOcFfIU3pAmJh4WU1kothrFOO1Fa722Qb6x/mu8V+aXzbz17Hl8RW8/6s43lOltFjsXTW8eVnwch9t5891TT+Va22cvzrvOpZ8uaV5nvxXHVui05G7OewN5+ChnNtqdaYl6vEiJeUUADcMWqiXk6gdYX9dnejKaDvCGgba3CY3W5Af6hJbb1TsN4W91zuY7c37n5U8+W+28zb8l5b8xZV6Z7wvedb62lmuVrsvULj1nlrfaObi33xvc49869t3Y4/2St03x6HFrymmlMmueRuGawac3hiVhbYzti7xoCIwU0AEdqmutzAj0v9k+8GX2uIDsJ99RrZyqnFxCo1Xv152Mtt5GlObvO6s4jLdO5uKYa77i/V9M3Phf2cn5HZdfK4mhNjl63ls6v0W7zDo89V391Cke2VvlRcxxdKdY9sTfux72cnb9WQAPwWl+zv1Sg543FC/fzm6CnXs9HK4IRArWar/KcrOUwwqg2x5m1V/Gt5X/FuTOmIR6uV1Tl+jnV7ZxxeN683fDsa8M54W9ezfybdV8p67e/7q1Ui7fFqgH4torK53KB1g8NXrgvL8XuAq212p3IgKUEanWf4XlZi28G6CPxzeA6g902hiOW6RxcU41575fq/Ob6XZFz8MrNG46tYpmLf96dO09kd9ZXjeapu0h+CNz5HPixqntfFNAA/GLV5XxIoOcDgxfxQ8TDLlKr85QthjPu81rcrfHW5jgve+8MrTnHqHpy7507rvH22x7DnAXXnMp6x2p1TPdIbdysWafxzxrjE3FxqavPsNe/WqNg/9Xc67vy/rMzPA/uz9qKMwloAM5UDbFMKdDzhulF/dkS9tTq2UjnXr3VsXXcLNmuFu8RtzOvQS0+Z+Y/ks9K17T4lfLhWpJ53/HtPgmPV6r/Nv60QiPyCHPU1kjXc/9ZgRH1bskg3Q9H10znqK15dP7anLOcO5Nbq98suT4Vxxnjp2K27vcENAC/V3MZdwi0vuF5we9AvWBoa522S+fqdnSu7dzxcW6NeM4tgTMCI/fW3r4fudaZnGe7ds+tFu+XTFud3mzSalDbM0+fq+Xw5to97T5y/ZXqlNtv4VhPDrk5cp49c+auf/uxO332anZFLKU1r1jr7XtFfvMLaADOXyMRPiBQeiPIhXLFm0O6/hXz5/JY8Vjq1Bt/zvXMfKX10zlza5auc5xAEHh6zzy9/oy7IH1OH4nva6Y9XnHsG4xCLiGPmNORvTLLNXs5vKFeI6zP1rvH8e012ctvr1491/e4b9ftWWd77fbxmTi2c636eM+T0aqVFfdMAhqAM1VDLI8L7L3xpAFe9Sa0jSE8vmqtNJ/V7m+deuJ/ynOVWgafM749tfjy2Kf2Yav57PG15jFi3NnnA8u+KqzyWrmX1dl9szf/Hef3crC3f67CHR5vr8lefj+L/3h093U/Vh5zL8Z/xx4aE/HYWWL+pVmvdAlz761fistxAqsJaACuVjHxXibQ+sJ/5RvQZcm9aOLWOpVSVr+SzM/H95zO1uHn1eZ7tJf/fBGPjyit8Vc9UoNe4a+a9Tq9YXyo9Zm9MqNBSz72+P2Vq9XlSD3S+Y5cP1ogjSc3dxrj3tjc9SscC3mlea4Q89kY92r5NY+znq4nUBPQAKzpOPcJgb03nYjwhTefmsXT+ddiizXau93LIZwfsc5eHG84v2d5V465es0S210Gd6wTnb9gG3M94voFn1aXM46ta7xlXLCaae+01O6qeFvWfkvde/Oo2Rypx3a+8PjIPL15lMZv49mOS2PbG7u9drXHpVqkeaceq+WXxpvmlB6P96/Oc2/9GIdbAm8R0AB8SyXl0S3Q84J/9ZtPd/ADLujJPywXxj/h0BtniaY19tZxpXXi8VFxx/nC7XbOUbGma6x0f+txNvZ0vq/blixTozjmDVa5vGJ+LbdvMGjJMzfmrF1uztU8rzDIuVx9rDWPq+rTuv7VDjPO/3ablvxaxsxYu1ExbfMPj696Lo6KeW+ebU7p+Dtye3r9NF/3CdwloAF4l7R1phKoveCngd7x5hPXa40pjm+9vWre1vWPjuuJO9apdE08fzSW3utKcfTOE8bX5grn7s7tSA53XnPEI2f8NdvglnNoqd3edUdq0rLu2TF7ce/NP2tee3EfPX/Wq2XdFU3vcGmxOzOmNYcr61OL4cp1g9t27avX663VNr7t9bPFu43v7Y9H+O/VeO/8isa1nEaY1kxqa9euc47AGwQ0AN9QRTk0C7S+4F/9xpMG3BpTek3u/qh5cnPfeawnj7ROpevSMVfnUYrhyLoj5zqy/leu4fyj0vG5MtqkZ74Yw4+oxt/riWe7+h3xbdd84vEZo954VzYd5fSkQWsOV8ZYi+GqdWtrhnOt627nab2u93lSGn/3eqU4VjnO63yltns+nXGE74g50pjS+7XY03FXxpCu4z6BJwQ0AJ9Qt+YjArO96J+Np/X6R7A7F+3NZbY35tb4W+Nuna+T+VXDRxiNmONVqP+bTLpP7zbqXS+NtVaL3nnTuVrXSK9Z5f4Zl6M5vsVzz272PPfij/W9Oo9aHCPXrq0Tc+25Lc0Xjt8V98h1enJfcezMVqW9FJ1L5+/OqRRHjDPctu7/0lxX5lRaM40/3L8yhu1aHhN4QkAD8Al1a94qMNsLfms8ASm+CfVccxZ39Jpp7HHuEGN6vDXm9Pr0mtJcpfHptUfvl9YszdcaS8+8rXOWYiodz8Vw1VqlGI4c74kxl2O6Zs9c6XVvux8d9ryeyvvKuGLuT+U2et0rrUqxvs2wlGd6fPace/bBk7mMWrsn37SOufsj58rNvz1WW++sT23ubRx3PA759MaUGtSuTcfdkUvPGrW4e+YZPfaJuK6qU2suV60/ujbmI3BWQAPwrKDrpxVofcEPCdz1ot8TU4ird3y4pve/K3Pfxr993BprLcajc7auHccdXacWe5w73rau0TNnnLt227JuGDN63VpMV57by/cteY40zJnsOY5c/4m5Vt7zd9cmtz+eqNlda5Z8Z3UoxVvyuiuPUlxn1i/NWcp17/jo+fbWazl/xqdl/qfGHM2rVqOjc15tUIs5rB3jLo2L50fEWVrjzNzbOdN4t+fOrFO7tmedNL7anM4ReIOABuAbqiiHnwRmfMHviemnZAY96HljezrWNOW9uGux7l2brlO6X5u/dE083rv+3lq988U4crd7a+WuecOxvbxHGr/Bay+HFq898701nj7fG3+LyeicemM8u/4TOZ6N+Y7rZ3M5ui/uyuNofNtajppn1LxX+52dv+Z1du6t4dOPZ8yn5r/16hm7vbbl8VXz5+YNx2r1qJ1rySWOya0dz+VuR62bm9sxArMKaADOWhlxdQv0vOjf+YLfE1d30psLzuS1F+eZuTdh7j5sWasWb8v1tSBqc9euC+eOrF1b78h8uRhra+TGv+VYa96jnN/iNiqPVtfWOo2K66p5WvJoNcnF2DJ/7rojx87EeWS9Va65swa9Jmdim6XeLXGcybPXtHV8S9ytc4VxV+R4xZw9OV0xdpWceuLc20t75/ece2LZm2uG80fyOWs4Q95iIHBUQAPwqJzrphHoeeG/+wW/J7YjoCPyuTrGnrxG5NOz3nbsGYujsdfWPDpnzKs2dxxz5HY779k4j8SQu2YbV25M7tgs8edi+8qx1hocrfFMji05BI+WcaPyavUftd7b5nnS7+w+eSL2Usy1WErX9O6luMaI+eJcvTEcHX9mvb18z8x9NJ+z19VymiWfWoy5/GPcpevi+dy1tWOl+WrXzHzuaD5H/Wa2EBuBXgENwF4x46cSaH0DeOIFvzW2HtDRebTGOHrdmPPReWtx985ZmyvGWbvtXS+dq7b2kXlr86XrHrkf4inNH44fifdIHKOvWTXu0Q4zz1fad60xxxqfnad1vRHjrow1eoyI0xzPCIzYHzPugxF5lSoyMt+Rc5XiHXW8xXSlfFpcns6nxXybx+iYj8SwjWnk4738Qrx7Y0I8R/NqmXtkvuYiMLOABuDM1RFbUaD1DeDOF/zWmIpJbU5cHXtrvGfiCNdu1zkzXyDazpeytcxduz6dq3S/ZY3Sta3He9Y4m09rTHet0xrP2XE9xmfXcn2/wNn9lqtv7lgtsrMx1Oa+61xvznfFZZ1+gRH78Uv7YXSuo+fr3wF9V7Tul9Xyigql/J7MpxRTjDl3m4u3NE9ubJyzdE0833Kbzj9ivrBmOudeDKPWTNfpWT+9zn0CbxbQAHxzdV+aW8sbxN0v+C0x1coxY7yjYho1T/CrOdfWqV1Xq0s8V5s7jum9LcW0t1bput71w/i41sg5j8Rx5JoQ+5G4Y85H1nTNtQJH6plGNLq2PfOdjT3NY9T9nvhHrfnVeWL9R5rHOc+ajozpbCxXXn9FnlfMeaVBmLtn36yYX2+OV3sfjeeIfU9te/JOYxm1RjpnTyyjxj69/qg8zEPgCgENwCtUzXmJQOub0gov+jPHOGtstfrnYq6Nb92guXlbrz06bkTctbW3OY1Ybztnbf2R5+K6eznEcSPXNtc4gb361VZS25qOc3cLbPdyy/7cXjMi5pZ1R6zz9Bxn8gzXbu3PzHeHRYh3G+M2h5Y4tnO0XLPCmDvzOuIeDO+Mca9maSxH89mukc65PRcfhzGj1otzhtuWtdPx7hP4qoAG4Fcrv1jeLW8Us7/wzx5f2BIrxJjbui37I3dd6diqDr35nHWbxWmWOEr+jv8qcGbvPV3vM7H/KuHImwXu3CtPPy966hhiPWIzOsfR8/UYHB17xC1da8Wc0/hL+d+VV2n9NMbc/bviy62dHsvFcTSnvXnT89v7IY4n1t3G4TGBLwpoAH6x6ovlPOIN4smUc2+2T8az4tp37IE31akllzOmLfOvuM/EfK3AmT0XIrt7352Nt1ezJ7+92Hrm6o3z6+OD7Z7/XUYr13nl2O+q78h13uD91PPu6LozmO/FcDS3uDf35o/jcrfx2iMxxGtz8zpGgEBd4Pe/nkB/1oc4S+AZgdXeENJ4V3hapfGGCs8c8zbWETvy6XxH59Sbz5H1e9cYUSdzrC9wZK/FrO/ac2dijLH23N6VV09MxvYL2Df9Zq5oFxixv970WlPyuCLH0lot1RsRz5H1e9c9skbMv3eteJ1bAgSeF9AAfL4GIsgIHH1T8oaUwVz80NG9kEt7tv1xJrezubSufXadXB0c+4ZA6x7baly5547GtI2x5/GV+fTEYex1AlftK3vnupqtMvORvfXGfVNyGJ1raZ2W/TI6lpY1j4z5Qo5HXFxD4CsCfgX4K5VeKM8zb0wLpSnUmwRm/kAmtps2gWVuFTjyGn7Vc+FILEexrsrhaDyuu09gW/sj+247x33RW2lmgbgvansqjpk5j1li2zpGu+3x1njj9a3jnx73lTyfdrY+gZkFfANw5up8MLajb0yBarU34Q+WtzvlI/vBPmhn3vqya7cz8leB7X76dcTPR0bvt971f46m79Ho2PtWN5oAAQLfESi9tve8DpfmOKLYs+6R+a+65ojBqrleZWheAm8Q8A3AN1Tx4zl4c/r2BlD/4/Vnd9zOlT8L9PxgMWLf9az3c6R9j0bE2rei0QQIECAwSmDke8WX3g++lOuovWYeAqsIaACuUilx/iLgzekXklcdKH1oU/dXlVkyiwuUnqe5tI48d3vmz63Zc+xIfD3zG0uAAAECfQKl94CW1+vStT0RtKzTM9/sY7+W7+z1EB+BKwQ0AK9QNedhgfDGU3rD9qZ0mPU1F9oDrymlRBYXKL1O59Lae972zJWb/8ixvZiOzOkaAgQIEBgncOa94cy1IYOvvUd8Ld9xu9RMBNYT0ABcr2avj9ib0OtLvJvg2Q9uuwsYQIDAYYHe52fv+MOBFS70nlKAcZgAAQKTCtTeN658Tb9y7qepQ25b1zfn+7S39QnMKqABOGtlxEWAwE8CPqT8xOEBAQIZAa8TGRSHCBAg8BKB0a/xo+ebnflr+c5eD/EReEJAA/AJdWsSIFAU2P7fyeJAJwgQ+LyAH2Y+vwUAECDwMoERnwPDe0NuHu8ZL9ss0iFAoFtAA7CbzAUECNwt4APb3eLWIzCXgNeAueohGgIECFwhkGvaxXV63wd6x8d13BIgQODNAhqAb66u3AgsJlD74LdYKsIl8FqB8EPVFc9VP6y9dstIjAABAqcEvD+c4nMxAQIE/hHQAPyHwh0CBJ4UKDUUfOh7sirWJpAX8LzMuzhKgAABAscESp8Dj83mKgIECBDICfwrd9AxAgQIECBAgAABAgQIECBwtUCt+ed/OF2tb34CBL4koAH4pWrLlcCkAqUPfj70TVowYREgQIAAAQIEBgiUPgOGqX0OHABsCgIECCQCGoAJhrsECNwvUPvgd380ViRAgAABAgQIEHhaQPPv6QpYnwCBNwpoAL6xqnIi8AIBH/xeUEQpECBAgAABAgQKAv4ncAHGYQIECFwkoAF4EaxpCRDYFyh98NP827czggABAgQIECCwqkDpM2DIx+fAVasqbgIEZhfQAJy9QuIjQIAAAQIECBAgQIDASwQ0/15SSGkQILCcgAbgciUTMIF3CJQ+/Pm/vu+orywIECBAgAABAj0CPgP2aBlLgACBfgENwH4zVxAgQIAAAQIECBAgQIBAp0DpfwB3TmM4AQIECBwQ0AA8gOYSAgSuEfB/fq9xNSsBAgQIECBA4GmBWvPPZ8Cnq2N9AgS+IKAB+IUqy5HAZAK1D4CThSocAgQIECBAgACBkwK1z36afydxXU6AAIFGAQ3ARijDCBAgQIAAAQIECBAgQGCcgObfOEszESBAYE/gj70BzhMgQGCkQOn/APsAOFLZXAQIECBAgACBOQRKn/3miE4UT9fHzwD2IIH7BHwD8D5rKxEgQIAAAQIECBAgQOAzArXmksbP89ugVp+7opshhrtytQ6BpwV8A/DpClifwIcESm/wPgB+aBMkqeb2g72QALlLgAABAgQWFsi9z8d0vN9HiWtvazW4dmWzEyAwo4AG4IxVERMBAgReLlD6QFo67geFl28I6REgQIDAZwS8p7eXuvS5qH0GIwkQIPBDQAPwh4V7BAhcKFD6AOND4IXoL5p6u3/smxcVVyoECBAg8DqB7fv26xI8kBCTPJrPdHkXRwlcIaABeIWqOQkQIEDgUoH0Q7QPjpdSm5wAAQIEPiAw8n01nWtL97b37Fqu29y/+vhtNf9qHeX9DoHf/3pC/vmOVGRBgMCsAqUPR15+Zq3YPXGV9sWR1e2lI2quIUCAAAECv/2Wez8++r6amysaH50zXj/6thbr6LVWnG+2eq1oKGYCswn4BuBsFREPgY8I+FDxkUJX0tzuAR/EK1hOESBAgACBCwTueu/dvucfTeWueI/GN+t1o/xnzU9cBAi0CWgAtjkZRYDAQQEf1A7CXXCZWlyAakoCBAgQILCowOjPBb3z9Y5flHlI2Bp4QxhNQuDzAhqAn98CAAiMFUg/zJU+rJSOj41kjtlSjzkiEgUBAgQIECDwdYHa55Pez2m1uaJzy5g49s23vbZvtpAbAQL3C2gA3m9uRQKvFdh+uNs+nj3x1eKd3VN8BAgQIECAwHwCe5939s7Pl9GzEWnqPetvdQIE2gU0ANutjCRAYAIBH0onKIIQCBAgQIAAgUcEfA4ay655N9bTbAQIzC2gATh3fURHYLjADB8cZ4hhOKwJHxPw4f0xegsTIEDg0wI+zzxTfu/7z7hblQCB9QU0ANevoQxeKOAD5QuLOlFKPjhPVAyhECBAgMBQAZ+hhnJePpnPJJcTW4AAAQL/CGgA/kPhziwCPrjNUglxjBTwAXekprkIECDwLgGffd5Vz69n4zPP13eA/AkQmFVAA3DWyrwsLh9sX1bQF6fjQ+uLiys1AgQITCjgM9KERfloSD2fgUr7tmeOjzJLmwABAo8JaAA+Rv+dhUsfEL4jINMrBHzAvELVnAQIECBAgMAKAq2fg2qfw1vn2HrU5tyO9ZgAAQIE5hHQAJynFiIhMEzgv//Pn//M9cf/+/2f+/HO0Q988frSbe0D4VVrlmJxnAABAgQIECBwh8CKn3GOxuyz3h07yhoECBC4RuD3v178f3QKrlnDrB8XqH1Q+DhNNf2jT83/+b+/Tvsf/9+vx644Uqv10XyuiNOcBAgQIEBgJoHa++dMca4Si88cf1eqtq+OGpXmPDrfKntKnAQIEHiDgG8AvqGKk+cQPhCUPizUQvdBoqaTP5dr/uVHOkqAAAECBAjMIuAzzyyVeE8ctc/eR/dbbc73yMmEAAEC7xXQAHxvbafK7OgHjamSmDyYs82/7fV3fWtwclbhESBAgAABAgReI3D0M3mt+Xd0ztegSoQAAQKLCPxrkTiFSYDAQYGWRt62+ReWyh07GMJvPhgelXMdAQIECBAgQKBPoNas65vp79G1+XzGOyLqGgIECDwjoAH4jLtVCQwVONOsO3Pt0CRMRoAAAQIECBAgcJnAkWad5t9l5TAxAQIEbhfwK8C3k1uQwFiBWgOv9u2/2nUjIzzyYXPk+uYiQIAAAQIECHxd4MjnMc2/r+8a+RMg8DYB3wB8W0Xl8ymBWhPvbPOvdv2nkCVLgAABAgQIEPiYgObfxwouXQIEPiGgAfiJMkvyjQKaf2+sqpwIECBAgAABAs8KaP496291AgQIXCXgV4CvkjUvgQsFjjT/atekofrmX6rhPgECBAgQIEDgOwKaf9+ptUwJEPiegAbg92ou48UFao28XPOuNj6lyF2bnnefAAECBAgQIEDgvQKaf++trcwIECAQBDQA7QMCCwnUmnnbBl5t7Dbl7bXb862Pw18wnX54PPIXTreuZRwBAgQIECBAgAABAgQIECDQJqAB2OZkFIHHBWoNvbSBVxu3TSK9bnvu6GNNv6NyriNAgAABAgQI3C+Q/s/b3Oo+2+VUHCNAgMB6AhqA69VMxB8UqDX1YhOvNmZLFq/ZHveYAAECBAgQIEDgOwKaf9+ptUwJECCgAWgPEJhcoNbYC4282vltahp/WxGPCRAgQIAAAQLfFND8+2bdZU2AwHcFfv/rK91/fjd9mROYW6CnubeXiebfnpDzBAgQIECAAIH1BXKNve2PfLkxaebb8ek59wkQIEBgTQHfAFyzbqJ+uYDG38sLLD0CBAgQIECAwI0CoeEXm3qafzfCW4oAAQITCWgATlQMoRAIAqOaf77xZz8RIECAAAECBAhEgb3GXxgXm4TxGrcECBAg8B4BDcD31FImFwukjbkrmmvp/GdSuSK2M/G4lgABAgQIECBA4D6B0MRrafalEWn8pRruEyBA4J0C/g7Ad9ZVVoMFcs25kY223Py9KYyMp3dt4wkQIECAAAECBOYR6GkAav7NUzeRECBA4EoB3wC8UtfcBBoEzjb/NP4akA0hQIAAAQIECHxIoPVbgJp/H9oUUiVA4PMCGoCf3wIA9gTONuhq85+ZW+OvJuscAQIECBAgQODbArG5V/o2YDz/bSXZEyBA4DsCGoDfqbVMBwqcbb5p/A0shqkIECBAgAABAgSKAhp9RRonCBAg8CkBDcBPlVuyMwgcbf6dbTrOkLsYCBAgQIAAAQIECBAgQIAAgfsF/nX/klYksL7A0SbekcxD40/z74icawgQIECAAAECBAgQIECAAIEg4BuA9gGByQQ0+yYriHAIECBAgAABAgQIECBAgMDiAr//9XdC/Ll4DsIncLlA6Rt/R5t12/mOznN54hYgQIAAAQIECBAgQIAAAQIElhfwDcDlSyiBFQU0/FasmpgJECBAgAABAgQIECBAgMCaAr4BuGbdRP2AwPZbezGE2Zp5aZyzxRbN3BIgQIAAAQIECBAgQIAAAQL3CfhHQO6zthKBSwVC4y9t/oXFto8vDcDkBAgQIECAAAECBAgQIECAwJQCGoBTlkVQMwrM/G06jb4Zd4yYCBAgQIAAAQIECBAgQIDAHAIagHPUQRQLCzzZfAtrP7n+wmUTOgECBAgQIECAAAECBAgQ+IyABuBnSi3Rtwm0NP5m/tbi2+ohHwIECBAgQIAAAQIECBAgMKuABuCslRHXlAKzNNQ0/6bcHoIiQIAAAQIECBAgQIAAAQJTCmgATlkWQa0m0NKQG5FTWKdlrVkalSNyNgcBAgQIECBAgAABAgQIECBwTuCPc5e7mgCBOwRamn4hDo2/O6phDQIECBAgQIAAAQIECBAgsJaAbwCuVS/RTiBwZ5Ot9Rt/geXOuCYogxAIECBAgAABAgQIECBAgACBRgHfAGyEMozAnkBo1o1owrV+2y/GM2LNOJdbAgQIECBAgAABAgQIECBA4H0CGoDvq6mMFhPobfjF9DT+osTPtyVPXj87eUSAAAECBAgQIECAAAEC3xH4/c+//vtOujIlME4g12hqaTLlruuJqmWNnvneNLbVluGbqi4XAgQIECBAgAABAgQIENgT8A3APSHnCXQItDagOqb8Z6im1T8Up+/EOjE9TWkCAgQIECBAgAABAgQIEFhAwDcAFyiSEOcViI2kKyPUpGrXPVoPxu3GRhIgQIAAAQIECBAgQIDAegIagOvVTMQTCRxtOLWkoCnVovTrmDM1Yf6rpyMECBBoEfj9999bhv0zxt9A8w+FOwQIECBAgACBWwQ0AG9htsibBc40nFIXzadUY9z9I/VRi3H+ZiJAYE2B3obekSw1AY+ouYYAAQIECBAgcExAA/CYm6sI/CLQ02jSYPqF75YDanQLs0V2BGqNFQ2RHTynhwnU9uGwRRomsucbkAwhQIAAAQIECAwQ0AAcgGgKAgTWEtAIXKteb4q2pemiIfKmij+TS8s+eyayX1e13381cYQAAQIECBAgcIWABuAVquYkQGAZgdZmoG9tLlPSqQNtacxoiExdwimCa9lHUwTaEIT93oBkCAECBAgQIEBggIAG4ABEUxAgsL5ASyNQE3D9Oj+ZwZVNG02UJyt73dpX7pmroq7txVI+tWuuitO8BAgQIECAAIGvCWgAfq3i8iVAoCigCVikcWKAQKn5MWDqf0+hiTJK8vp5rt4LozIYvadKeY9eZ1T+5iFAgAABAgQIvEngX29KRi4ECBA4I+Abfmf0XFsTKDU+atc4t55AqHPLn1kyC4232p/RcWr0jRY1HwECBAgQIECgXcA3ANutjCRA4EMCtW8DahR+aCMMSLXU/AvNkNK5o8tqsByVa79udM3aV+4bOeteyPnNGmufuNEECBAgQIAAgbkFNADnro/oCBB4UEAT8EH8lyyda3bE1GLTozYmju25jfP2XGPsb8ObsVebrlrn0n5fNZ+r62x+AgQIECBAgMAoAQ3AUZLmIUDglQKagK8s6y1JlRodYfERzY7S/CPmvgXo4kVKPhcvO3z6t9WzVJe35Tl8I5iQAAECBAgQIHBSQAPwJKDLCcwgkDap/Hrq+IqkvtvZeW9FPI4CdzQ6cmu8vZGSyzmar3T79jrVapGr4Zc9albOESBAgAABAgRGCWgAjpI0D4GHBHLNKU2p8cXIOcdVeEcJt1Eg1+AI50Y3Oe5aJ+ZVui3FURr/5uOja/xGq9x+4fbGSsuJAAECBAgQmEnAvwI8UzXEQoDAtAK1Jl+tOThtQgIj8JdAaMSM+PM1zNCsKv35moV8CRAgQIAAAQIE1hDQAFyjTqIkQGACgVoTcILwhDC5wBXfcCrNmfuG1ZanZcz2mi88LjX20uNfcJAjAQIECBAgQIDAuwQ0AN9VT9kQIHCxQKkJ6FuAF8MvNL3G2lzFSht3Lffniv470XjefKfWMiVAgAABAgSeEdAAfMbdqgQIvFBAE/CFRR2UUmg8XfXflXNfFfPZeVsaeXHM2bVcT4AAAQIECBAgQOANAhqAb6iiHAgQuFWg9C3AEIQm4K2lmG6xlb7FNLpxGBtud9xOV3gBdQmM3ntdixtMgAABAgQIEPiogAbgRwsvbQIEzgloAp7z+9LVMzc7RjbrvlRTuRIgQIAAAQIECBBYTUADcLWKiZdAIuDbZgnGA3drTcAHwrHkwwIrffvvYSrLE8gKeA5lWRwkQIAAAQIECAwR0AAcwmgSAgS+KlBqAmrOfnVH/Jz3zN/++zlSjwjcK+C5ca+31QgQIECAAAECGoD2AIFFBUoNplJDatE0hU2AAAECBAgQIECAAAECBAicFNAAPAnocgIzCWj+PVONknupSftMlFYlQIAAAQIECBAgQIAAga8KaAB+tfLyJkBgqIAm4FDO10wW/k6zO/68Bkwinxfw9wB+fgsAIECAAAECBC4S+OOieU37cYH0m0+lxsjHiaRPgACBSwVCI8Xfs3YpsckJECBAgAABAgQILCPgG4DLlGqdQNPmX4h6+3idTOaNlOmctSk1u9Vrznp9ISrfpvpCldfNUYN63dqJnAABAgQIEFhPQANwvZpNHbFGx9TlERwBAhcKaGZciGtqAgQIECBAgAABAgROCWgAnuJzMYF5BErfPpsnwm9EUqqD5vg36q8J+I06y5IAAQIECBAgQIDAagIagKtVbOJ4Sw2OUkNk4lSERuCUgD1/im/5i0MT8Ik/y8NJgMD/CvjVdVsh7IHaH0IECBAgQIBAv4AGYL+ZKwgQIHBIoNQkPzSZiwg0CmimNEIZ9oiAb80+wj71oi2vWbXmYOnc1EkLjgABAgQI3CDgXwG+AfnLS/gm1JerL3cC7xYo/ZD6VEMjrFuK6d2VkB0BAgT2BWqvj0+9bu9HbQQBAgQIEBgn4BuA4yzNRIAAgX8ENL//oXjlndoPkuFc+udOgNIPsbV474zPWgQIEJhRIH3Nbr0/Yx5iIkCAAAECNQENwJqOcwQIEBgs4NeAB4MuMJ3m2wJFEuJ0Ap4305XktoBK/yPjtgAaF2ppFDZOZRgBAgQIELhFQAPwFubvLqLZ8d3ay5wAgWcESj88a6g8Uw+rEiDQLxBex3J/+md69orYJHw2CqsTIECAAIG/BTQA7YRhAqVfedQEHEZsosUESs+JxdIQ7oICpSbggqkI+QMC9us1RY7Np1Vvcyq5puDesdw8dx9La3D32tYjQIAAAQJRQAMwSrglQIDATQKa4jdB37xMqYlROn5zeJYjQOBDAqHhtPp/sWl2No9ag/Ds3Eeuf0NtjuTtGgIECBB4XkAD8PkavCqC0jeeNDxeVWbJEPi0QO2Ht9wPmjNh1WKfKU6xEAgC9qt9cPU+yL1mtxxTGQIECBAgsKKABuCKVRMzAQLLCJSa4kcTCD8Qb/8cnct14wTCD4yz/TdjTLMZiYcAAQJHBPaahEfmdA0BAgQIELhaQAPwauEPzl9qePgW4Ac3g5SLAkeeD6Vvw2wbgunjYgBOECBAYCKBUsO69Lo3UehThlLynDLYFwYVG4QvTE1KBAgQILCwwB8Lxy70iQVCE/BIg2PilKYJjes0pVgikNwPz34wXKJ0lwUZ94R9cBmxiQlMIbDyczy+TgXIlfJI455iEwiCAAECBAgkAr4BmGC4S4AAgSsESt+KvWKtljnDDyg9f1rmNGY9AT+orlezt0e8UqPn7bV4Or+wF+Kfp2Oprb99L62NdY4AAQIECDwtoAH4dAWsT4DAlAJ3fKjv/TbnUz8cby00jqbcstmgntoz2WAcJECAwOIC2/fDI+l4XT6i5hoCBAgQGCGgAThC0RwEbhSY7dtkN6Z+21K5Btf2Q3/u8R0BzvKNiFz+Obc7TKxBgMC7Bby2vLu+s2eXvt+diXWW9+8zObiWAAECBNYW0ABcu37LRd/7jaflEhTwpwXSHxK29//4f79nbdJx2QGFg/EHidJt4bLLDx/N5/LALECAAAECBBoE0vexcP/sf/F9+uw8ridAgAABAmcFNADPCrq+KOCbakUaJwj8I/Df/+fPf+5vf+g48/ifSf/3zhM/gIz4wWmbh8cECLxbILxW+Y/AXQK599kRa8f3XPt5hKY5CBAgQGCUgAbgKEnzELhRYNtc3T6+MZRXLvXmD+zpDyUt919Z4I8kFX+w/Ui60ny5gP+h8PICD0wvvva13I5advt+Ompe8xAgQIAAgZECf4yczFwECNwnoOl3rXVsAo78oTP8GnD6jb9rMxgze3SIs430iHO6HSvQWqNtbcdGYTYCBAjcL9D6+nc2Mq+fZwVdT4AAAQJPCPgG4BPq1iRAYBmB8CF/78/ZZGZuCoYfptI/Z3N1/XUCsU7XrWBmAvcIlJordzV37snSKqsJpJ8FVotdvAQIECBAIAj4BqB9QIAAgZMCpR9Wc9M+8Q/h7MV31Q/Ve+vmfFY9dpXhqh7iJkCAwOoCX3oPW71W4v8h8N//8Z//PPjjf/7rn/vuECBAIAj4BqB9cLvAEw2Q25O0IIGCQOlXt8MPGqP/xBDiN8NKt3HcqNuYx6j5zEOAwPcESs0Xzfbv7YWejEv7pjZHfM/a3taucY7AjAJp8y/EFx5vj80Yt5gIELhPwDcA77O2EgECBIYIzPgD8JEfuoZgmKQqEOsy456pBu4kAQIEDgrE172Dl7uMwOsEQhPQtwFfV1YJETgk4BuAh9hc1CpQ+rZT6/XGEfiKQOmbsblv7T1tsv2WxNd+2Foh31ijp/eK9QmcEVjhuXYmP9cSIEDgLgHfBrxL2joE5hbQAJy7Pq+NrtTseG3CEiOQCLQ2xmf51lZsJsXbJJXP3p21MaFGn92Sn0p8ltfGT6FLlgCB6QVavuXnV4KnL6MACVwqoAF4Ka/Jg0Brs4MWAQLPCcTGUe72uajmXjln9fSxucVER6BfIDyn/EeAAAECbQKagG1ORhH4qoC/A/CCyu99u01D7AJ0UxJ4gUB47Rj9+uCH5xdsDCkQIPCLQPgWoNe3X1gcIECAwD9/31/t237xXEvDECkBAu8R0AAcUMu9ht92iSt+yN+u4TEBAusLhB9ua7/q5off9WssAwIE9gX2Xgv3ZzCCAAEC3xMIzb3Y6CtlH85rApZ0HCfwPgG/AnyipqGR19v8O7GcSwkQeJFA6zf9wg++pT8v4lg2ldCgTf+slEitubxSHmJdXyB9DtmX69dTBgQIzCPQ0tzbaxLOk41ICBA4K7DENwDTJlvrD81nYWrXp/HUxjlHgAABAu8VyDUqwrFZvpmZi29bjZni3cbm8TcEcvs0d+wbGrIkQIDAeIHYBKw1+uK5OHZ8FGYkQGAGgem/Abhttm0f3404Yv0Zmph3u1mPAIE2gRGvMW0rGfVmAQ2UN1dXbgQIECBAoF+gpbkXG4H9s7uCAIEVBJb4BuAMkL0/lGvy7VctmHLadzLivQJh//e+trxXQ2azCKTNw1m+zTiLjTgIECBAgMDKArEJWGv0hXNx3Mq5ip0AgV8FNAB/NfnlSMsP6BpZv7D9dECj4ycODwgQeKnAig2z0PALcaeNv1ieeC4+dktgtEBp741ex3wECBAg8EMgNPg0AX94uEfgKwLT/wrwk4UIjT/Nv2sr0OJ7bQRmJ0CAQL9ArlnWP8t1V/Q2ImfP5zopM88g0LtfQ8xHrpkhVzEQIEBgFoG9b/nVGoSz5CAOAgT6BJZsAN7RNGpZI3yrzTf/+jac0QQI7Au0vP7sz2LE1wVCg0ST5Ou7YI38NaDXqJMoCRB4n4Am4PtqKiMCNYElG4Ahoat+QA7ztsyt8VfbVvlzzPIujn5bwPPiPfV/Y7PtjTm9Z8d9OxNNw2/XX/YECIwTaGkC+jbgOG8zEXhSYOm/AzA06kb98NzS9AuFGrXek0Wfbe2RdZwtN/EQIEBgRoHQ2NtroGj+zVi5tWLa22NrZSNaAgQIvFcgNgFrjb5wLo57r4TMCLxbYNlvAMaytDbu4vjcbescmn85PccIECBAYFaBWgOm1OALx0vnZs1TXOMEwp4Z9WdcVGYiQIAAgTsE9hp8tQbhHfFZgwCBcwJLfwPwXOptv+ob1tD4Oyv94/pg2dpw/XGVewQIEJhHoNZUmyfKciRpcy+9X77CmTcJrL5/31QLuRAgQGBGgdAErDX6fBNwxqqJiUCbwCsagL2/QtrTgNL8a9tIZ0f11vDsejNev92X9t6MVRITAQIE5hX4UnNP83refSgyAgTWF9AEXL+GMiCQE3hFAzCXWOnYtslSGqf5UpJx/AqB3L5Mj9mPV6ibk8A4Ac2IcZZm+llAU+9nD48IECBA4B6BliZgiGTv14bvidYqBAi0CLymARibJaVGSTy/h1K6fu8659sFgnFrPdpnfffI4DVyb6b+I+d9dxVkR4AAgTECX2rqBTEN8jH7xiwECBC4W2CvCRji8SvBd1fFegSOCyz5j4DUGhZpYyOwhMfbYyWu2rylaxwfJ9Bap3ErrjVTz16uZbZ13j6uXevcfQLqcp+1lY4LhEZW+uf4TGtfmRq03F8h29C0G/VnhXzFSIAAAQJ5gdAE3PuWX2gC1v7ewPzMjhIgcLfAa74BmINr/QFa4y+n59isAnFf27ezVkhcBL4hEBpd2//isbd84yvms83zDY/fUqM31EIOBAgQWEHAtwFXqJIYCdQFlvwGYGiA1Jof4XxsktTSD3PU5qld69w5Ae7n/MLVLXs8XaX1eZFe4/49Ap4P9zhb5T6B+C24+1bsWynGt3fbN+sco1u/tTdHtKIgQIAAgZUE9r4JGHLxbcCVKirWrwlM/w3A8INxqdERf2guna8VM15bG+McgdkF0r1f2tPpmNnzER8BAuMEZvj22gwxjBN9dibf2HvW3+oECBAg8LdAbALu/cpvOB/HsiNAYA6B6RuAJabQ1Cg1PErXhONHrqnN5xyBqwXCnm1p4sUxreNj3J4TUcItgeMCX2x0hYbUF/M+vkt+vlJD72cPjwgQIEBgLYHWXwkOWWkErlVb0b5XYIkGYKmhERseLeXR5GhRMmZWgbh/W/Z8y5iYZ5w3PnZLgMD7Bc407bZNq/j4zJxvEo8eb8pJLgQIECBAoCQQG3u+DVgScpzAXAJL/h2AvYSaHL1iz43vaV49F+X4lVv3aOu4vQjDPKPm2lvLeQIE3iMQGn25Zl9ofL21+RVza7l9T6VlQoAAAQIE2gViI7B2hb8bsKbjHIF7BH7/6wPtn/csdX6VM82hFZsdZ/Jt1X7aJZfj0zG12l01LjWpWaTjWmOpzdc6h3HXCOTqqV7XWJ+dNdcAOzvnitfXPj6sYlTLYcWaiJkAAQJXCfz3f/yY+Y//+XHfPQJbgb1vA4bxLQ3D7bweEyBwXmCZbwDmfjjOpV/6gbn1+tycTxy7K9671ukxnDGmnvjPjg17OP4pzfV1o5KL4wTuENA02lcORiv82c/ECAIECBBIm39BY/uYEIFUoKW559uAqZj7BO4TmP7vABzZ6IhzlZqE97FbicBxgbiPj8wQrrX/j8i5hsDPArM2AVf55t3Pmh4RIECAwKwCmn2zVmbuuGITcO/bgOF8HDt3RqIj8A6Bqb8BeLTRsdfgODrvO0o+VxZ7tZor2mejCft2xN4dMcezElYnQKAkcNW37krrOU6AAAEC7xQIjT/Nv3fW9s6sWpp7e03CO+O1FoG3C0zZABzR6Fi9sXRX/Het8/Yn0tX5tTbtQj1bato639V5mZ8AAQIECBAgQGAuAY2/ueqxejShCbjXCNQEXL3K4l9FYLp/BORMYyLX+KjNlxu/SuHeFGeuRmrzd4VzNrna17z25qhdm1vLsWsEcnVSm2uszdonUPq14ll/DbovO6MJECBAYCvQ0gD0D4Fs1TxuEdhr9O01ClvWMIYAgbLAVN8AzP0AvA09/EAc/6TnSj8ol46Ha1vWS9dwn8CdAi37M/dc2MZYew6EsS3rbOf0mACB334LjbH4560emn9vray8CBAgQIDA/QIafPebW5FAKjDFNwBbGhB7TYw0qdz92hpn586t51i7QKk2X61LyWMr2uuzN2/vfNt4PD4nkKuPmpwzvfLqXGPsTd+Iy+WXer4p1zQv9wkQIEDgb4G9bwH6BqCdclag9G1ATcKzsq4nUBZ4/F8Bzv3Quw13xA/BYbpDfCUAAEAASURBVI6WtbZre3y9gNr8bdy6P48+H65wTmM+Gtf1O8wKBAi0Cuw1/sI8mn+tmsYRIEBgXYHY4Ms1AuO5dbMTOQECBL4p8OivAKfNgxL/yKbCyLlK8To+TqBlf4xb7bmZQp6tuZ7dw7XrW2OIUtvx28dxnFsCBNYQ0Pxbo06iJECAwF0CuebfXWtb5/0CpW/6lb4Z+H4RGRK4XuCRbwC2NApqjYrRLDGeO9ccnYP51hOI+64l8lF7c2/NcH7UWi15GUOAwPMCLY2/EKVv/j1fKxEQIEDgLoFS88+3/+6qgHUIECAwXuD2bwDuNSBCik81IFpiG18CMz5Z86f0W/daeC7c/Xxoje0pO+sSIDBGIDT+Wpp/ofGn+TfG3CwECBAgQIDAD4HStwB/jHCPAIGRArd+A7ClsXB1syPM3xLHSGRzEUgFWvbf1c+DNB73CRD4jkBLwy/V0PhLNdwnQIDAtwV8++/b9Zc9AQLrC9zWANxretzZ8PhyE3Bbhzvd13+6nMtga5+b7ep6tO79EOuRWI5el7NwjACBcQIaf+MszURgFoH0VzQ1ZmapijgIEOgVCN8CTP/eP98K7BU0nkC7wC2/ArzX+DjSaGhPMT+ytOZerPnZ1jiayy13bI1s1okyGLc4l/bk6EzDOiPWGjHH6NzMR+BJgd4m2x2xhph64/KtvzsqYw0CxwVC4y9t/oWZto+Pz+5KAgQI3C8Qmn7xz/2rW5HAdwQubwDWGh+jGhGjy1WLefRa5qsLrF6L1vifaKY9sWa92s4SWF8gNtxKt1dnuF23Zz1/11+PlrEEnhHQ6HvG3aoECBAgQOANApf+CnCt+TF78yHE/kSMNbM3bLgv5dBSyyf2WFqDuH5LrOl1tftPPXdqMTlHYBaB3m/jXR23b/tdLWx+AuMENP/GWZqJAAECBAh8UeCybwDWGgqx6fA0+CxxRIeaWRzz5tvZ6nHGuqWWM+W7jWX7uGTROq50veMEVhVYvXHm236r7jxxEyBAgAABAgQIEDgmMPwbgHuNj9kaBiGeUszx+GwxHyv1uleFOqxUg7hvSuKz5jJrXCVHxwk8LRCbgLN9q6/mEmOujXGOAIH5BPa+/ecfAZmvZiIiQIAAAQKzCQz9BuBbGx97ec1W1J54NH16tPbH1vZKsOa9b2gEgdUEZm+qxW/7zR7nanUXL4EZBELjT/NvhkqIgQABAgQIzC8wtAFYS3f2xsdefLXGTi3vnnN7MfTMVRob1kj/lMY9dfwOg6tyq+2RlfO6ysu8BN4kkDbZcvfvzjWN4e61rUeAwD0CGn/3OFuFAAECBAi8RWD4rwDnYDQ/cir5Y6zyLqG5tqrNqnHnK+EoAQJHBGrfvsv9CnFt/JH1XUOAAAECBAgQIECAwLcFLv8G4ErNj5Vi/fa2XSd7e2qdWomUAAECBAgQIECAAAECBAi8VWBoA3Db7Ng+XgExxLxi3CvYtsa4qv827u3j1vxXGlf7teeV8ng6Vo5PV8D6BAgQIECAAAECBAgQeLfA73/9mtGf707xeHbpD+VfaOYclxp/ZWqfzq4Oqcbz93N1UqP+unDsN3vTFX4F+E3VlAuBawRy/wqwvwPwGmuz/i1gz9kJBAgQeJ/ALX8H4KpsGhmrVk7cBAgQIECAAAECBAgQIECAAAECUWDorwDHSd0SOCtQar7mvil1di3XHxfY1mn7+PjM37nSnv5OrWVKgAABAgQIECBAgACBpwR8A/ApeesSeImApt9LCikNAgQIECBAgAABAgQIEHitgG8Avra06ydWaiz5xtT6tZVBXaC09+tXOUuAAAECBAgQIECAAAECBPICGoB5F0cJECBAgAABAgQIECBAgAABAgQIvEJAA/AVZXxvEqVvQvkW4HtrLjMCBAgQIECAAAECBAgQIEBgrIC/A3Csp9kIECBAgAABAgQIXC7w3//RvsQf/9M+1kgCBAgQIEDgnQIagO+s66uyCt8CzH3jLxwrfUPwVQCSIUCAAAECBD4j0NPYa0X5e87/bB0+5bg//ue/poxLUAQIECBAYBUBDcBVKiXOrIAmYJbFQQIECBAgQGBBgTHNv7UbfaWy/fd/zJGXRmSpQo4TIECAwOwCGoCzV0h8/xYofQsQDwECBAgQIEDgDQLHmn9zNMXe4N+aw9lG5AoNxGN7sVXQOAIECBB4SkAD8Cl563YLlJqA6a8H+5XgblYXECBAgAABAg8LtDdcNPweLtXp5c82EGsBrNBcrMXvHAECBAhcK+BfAb7W1+yDBfYafGkzcPDSpiNAgAABAgQIDBeoN/9Cwy/9M3x5E75IIDQXS3/Opukfkjkr6HoCBAg8L+AbgM/XQAQECBAgQIAAAQIE/lfgym/5/ddvKzZyrvzW3Fe2Xc7QNwa/Un15EiBA4G8BDUA7YTmB0q8CL5eIgAkQIECAAAECPwmMav6V/8Xc7TcOV2gIztCoyjXQfirdgg/SnGYwXpBQyAQIEFhKQANwqXIJlgABAgQIECBAgMBWoNzw247cPg4NwRWagNu47358tkGWNtvujr1lvV/jO76nWtYzhgABAgTuF9AAvN/cigMEfAtwAKIpCBAgQIAAgQUFxjdmNAGv3wZnG4i1CH9t3tVGt57bfht1/L5rjcQ4AgQIEBgjoAE4xtEsBAgQIECAAAECBLoFwrfvtr+W++sk1zdfNAF/VV/lyF5zcUSDMM6xt9YqZuIkQIDAFwX8K8BfrPpLct77F4FfkqY0CBAgQIAAgZcLhCbg37+Gm2v05Y61g/j13nart44MTbv0z5k8YyPwzByuJUCAAIFnBDQAn3G36iCBbRNw+3jQMqYhQIAAAQIECFwu8HcjMDT80j/Hlv3RVPy7uRgfawge83zLVRp4b6mkPAgQINAv4FeA+81cMZmApt9kBRFOVuB//u+Pw3HPpsd+nHWPAAECBL4usG3S7f+K8A+x7bU/zvy4F8bk5vRrwD+M3CNAgAABAm8T+P3Pv/57W1LyIUCAwEwCPY2+2BycKX6xXCvw+++//7KAt+ZfSBwgQGAjkGvgxSEtTcDS9S3XxnXcridw9huA/g7A9WouYgIECEQB3wCMEm4JECBAgAABAgQILCJQ+hbf2fB9C/Cs4DzXn232pZlo/KUa7hMgQGBNAQ3ANesmagIEXijg238vLKqUCBAgcKFAqQnY0sQrXXthuKYeLDCywTc4NNMRIECAwIQC/hGQCYsiJAIE3iWgsfeuesqGAAECMwmUfmU3NAFLv+Y7U/xi2RcIjb7cn/0rjSBAgAABAj8EfAPwh4V7BAgQIECAAAECBF4lUPs2oG8Bzllq3+ybsy6iIkCAwOoC/hGQ1SsofgIElhGo/WMgviW4TBmHB+ofARlOakICnxSofduv9C3BAJW7rjb+k7gXJb1So8/fAXjRJjAtAQIEbhTQALwR21IECBDINQE1/769LzQAv11/2RMYKZBr5sX5S0293DWlsXEut8cEnmj45Rp3vXHk5jgm4CoCBAgQeFJAA/BJfWt/XiDXDIoomkJRwi2BdwtoAL67vrIj8IRArqkX4sg19nJjc+OeyOMta/Y23HrzPtOg24/tv7L7pjdG4wkQIEDgeQENwOdrIIIPCtQaf1sOjcCtiMcE3iWgAfiuesqGwAwCuaZeiGvb2GsdN0NOq8Ww31jrz+hMo691tdye2O6b1rmMI0CAAIG5BDQA56qHaD4g0NP8Szk0AlMN9wm8R0AD8D21lAmBmQRyjZwQX9rMaRkzU06zxzKy6XdHsy/nmdsT6Z7JXeMYAQIECKwhoAG4Rp1E+RKBo82/NH2NwFTDfQLrC2gArl9DGRCYVSDXzAmxxobO3vlZ85olrlENv6eafVtH+2Er4jEBAgTeJaAB+K56ymZigRHNv5heTxMwt27P9XFNtwQIXCOgAXiNq1kJEMj/C7/BpdYAjOf4lQVGNP5mafqlWWoAphruEyBA4H0CGoDvq6mMJhXINeLSUNOm3N7YcF06Pp0nvV+bp+X6dC73CRC4RkAD8BpXsxIg8LdAqalz1udLjcIRDb/gPWPTL90Hub3ypTqnFu4TIEDgjQJ/vDEpORFYSSDXiIvHag28eC6OXSlnsRIgQIAAAQL3CIQGTq6xc3b1dM43NolGNP1mb/id3QOuJ0CAAIG1BP61VriiJfAugb3mXTi/NyY2At8lIxsCBAgQIEBgFYHQDEwbgqvEvY0zNP3in+251seh6Rf/tF4zw7g31G8GRzEQIEBgZgENwJmrIzYC/ytwpAlYawzuzQeeAAECBAgQeI/AXd/Qi43AlZpJseF39Bt/sdkXb9+za378XZFvykkuBAgQ+LKAXwH+cvXl/rhAbNK1NOTCmDh+L/DSuJZ19uZ2ngABAgQIECCwJxCagHc1HvdiKZ0/2vQL84WGn/8IECBAgMBKAv4RkJWqJdalBUpNuZhUT3Nub6445/a2Z43ttR4TINAusP2HPf7888/ixduxYWBtfHEiJwgQILAj0PrNvFLjrvX6NIzSXOmYO+9r+v2qXarrbLX7NXJHCBAgQKBHwDcAe7SMJbCwgObfwsUT+lICuYZeOKapt1QZBUvgUwKtjZ50XKlptIWL49Jrt2PueHyk8edbfndUxhoECBAgcJeAvwPwLmnrEBgo0NvM6x0/MFRTESBAgAABApMIlJpwsUnXE2aYK/5pue7IGi3z1saEpl/8Uxu3PffGv89vm+Pe49Je2bvOeQIECBCYV8CvAM9bG5G9UKD0q7tHG3Sl+VK6o3Onc7hPgEC7QO4bgOHq0jcAc+NLY9ujyI9M17pqjfzKjhIgMJNArhk3ouGTmzfNe8Qa6Xzp/SPf8Euv/+q3/Uo1u7JWqbv7BAgQIHCfgAbgfdZWIjBcYK8BqPk3nNyEBJoE0kZbvKDUcMuNDdeUxsf5em7vWKMnHmMJEHhW4MqmT2numPHIxtLZpt+PmL77D3rk6jWyRtHYLQECBAg8L6AB+HwNRECgW2Cv8ZdOqAmYarhP4B6BXMOt1NDLjQ1Rlsb3ZlCaf+QavTEZT4DA8wK5xk+IalTzpzT/2TVGNP2++m2/7a4r1WjUHtiu5zEBAgQIPCugAfisv9UJdAv0NP/i5JqAUcItgXsEck23WkMvNz5EWrumJZPSvPHas/PHedwSILCeQKn5EzIZ0QAaMf+IZl9aGY2/VOO3v/5+xJ8fx0cj6h/nckuAAAEC8whoAM5TC5EQ2BU40vyLk2oCRgm3BK4XyDXeas223PgQZe2avSxKc8brzswd53BLgMC6AqXmT8hoVAOotEZu/tHNvrQyGn+pxt/3e2rz69WOECBAgMCKAhqAK1ZNzJ8U2Gv+xQZfbVwc80lASRO4UaDUfKs13UrXhLBr1+XSqs11ZL7cGo4RILC+QKkJFDLLNemOZJxbI517ZONPo6+9Qrm6jKx7eyRGEiBAgMBdAhqAd0lbh8AJgVpTL0y7beztjc9dcyI8lxIgkBHINeH2Gnm5a+LUe9eGcbXrw/mWOcI4/xEg8C2BK5tB+bn/cyiwxl8fZ74m45q+fdEYTYAAAQJ3CWgA3iVtHQIHBfaaedvmX1xm77owrnRtnMMtAQLHBUrNuFoTrnRNiOLodTGD2vVxjFsCBL4pUGoIBY3023pHdH7Mrel3xG/0NT/q8evMZ2v964yOECBAgMBMAhqAM1VDLAQ2ArUmXkvzrnZ9XKplnjjWLQECfQKlhl6tGdd7TWl8GmltvXSc+wQIfFOg1hQKIkcbQ6N+vdc3/Mbsy1qdj9Z4TGRmIUCAAIE7BDQA71C2BoEDArXmXU/TrjZPDKtnvnhNy7xh7JG54xpuCawuUGrO1RpyPdeUxqZutbXSce4TIPBtgVpzKMi0NohGNP00/MbvxVp9W2s7PiozEiBAgMCdAhqAd2pbi0CjQK25drShVpszhNUz795cuTR75s9d7xiBVQVKTbpaYy53zXZ8bszWaHvN9rzHBAgQ2AqUGkW1JtGIpl+IQ+NvW41xj4/UddzqZiJAgACBGQQ0AGeoghgIJAK15trZJlpt7hBC6/x78yTp/HK3dY1fLnSAwKICpUbdXnMuvW47Nj2XY9mOz41xjAABAiWBnmbRmeZfS8OvFEsu9lyT8kx8uTWuOtZicXTtkmHO6+gariNAgACB+QU0AOevkQg/JFBrrI1qnNXWCNQt6+zN0VKylnVa5jGGwAoCpYbdkUZdaa7gcGS+FfzESIDA/QJ7TaOjjbW9RtfP6479h0PuVzy34p5V6+w/m/64SgPwh4V7BAgQ+IKABuAXqizHZQRKjbXRzbLSOgGqda3aHK3grWu1zmccgZkFSo271qZd6fqYc+s8cbxbAgQI1ARKTaPffjvSlPuvv5Y6cl0twu+e62kMluqo+ffd/SNzAgS+K6AB+N3ay3wygVJD7aom2R3rldZI6a/KL13DfQIzCBxt4O1dF3LT/JuhwmIg8D6Bn5tHGnizVrjUEPy5fj+i1/z7YeEeAQIEviTwry8lK1cCswq0NMpGx35H4y2sccc6o23MR+AKgb0mXa7Rlzu2jW1v3u14jwkQINAq8HejKDT+NP9azZ4YF34dO/6J65eaf/G8WwIECBD4noBvAH6v5jKeSGCv8XdH8yyN4er10rViGa5eM67jlsAsAi1NvdZYNf9apYwjQOCIwNG/5+/IWldfU/qW3NXrtsx/vXP4Fey///PtvyjhlgABAt8T+ON7KcuYwBwCuWZYGtldjbG71klzc5/AlwVC0+5sE1Dj78s7SO4ErhW4vhnVF39L4670bbdVml3bHMfX4Mc3OIPVdr2+ihhNgAABAqsKaACuWjlxv1pAU+7V5ZUcgX/+zr7eRqDGn81DgMBVAuObTqVIf3wbLR2xSrMujfmK+3fUIayhCXhF9cxJgACBuQU0AOeuj+g+KKD598GiS/mzAj3fBtT8++w2kTiBywWuazrd0+wLzcPStwAvxzu4wHXmBwNyGQECBAi8XkAD8PUlluCsAqHRl/4asMbfrJUSF4FrBWJjr/ZtwDjm2kjMToAAgbMCvzb8nvxm39+/7no2pzHXa/iNcTQLAQIECBwX0AA8budKAqcFvtT0S5udp+FMQOCFApp8LyyqlAi8XuDXhl+a8pPNvzSOu+5r8t0lbR0CBAgQOCKgAXhEzTUECHQJaP51cRlMgAABAgRuFQh/H1xL82r798bt/dptPH9HI7D0a8BXfwuwxe3WYjYstq1jwyWGECBAgMALBH7/6xsHf74gDykQIDCpQK3596VvQE5aHmERIECAAIFTArHJtzfJHU3AUiwj176r4dfSpCvlG2oxMue92jpPgAABAmsI+AbgGnUSJYHlBGqNv+WSETABAgQIECCQFYiNplozKlyYno/XZCc8cTDMm65zYqp/X3pHs6+l0ZfLo5bnVb65OBwjQIAAgXUENADXqZVICSwh0Nr48+2/JcopSAIECBAg0CQQm061xlScKI6J18Tjs9xe1fg72uzbukS/7fHweFbTXKyOESBAgMC9An4F+F5vqxF4rUBr4y8AaP69dhtIjAABAgQI/Fug1qTKEY1qXJXWLc1/RbNvVKNv61TKLY4r5RjPuyVAgACBbwtoAH67/rIncFqgp/GXW0wzMKfiGAECBAgQWF9gr2FVyvBMI6u0ZpzzioZfyOOqpl+Yu5RTOBf/i/nFx24JECBAgMBWQANwK+IxAQJNAj2Nv9Dk6xmfBqBBmGq4T4AAAQIE1hNoaWDlsjrS1Mqv9Z+56U8c+69/X3skvt5F8/n8PMsdcfy8okcECBAgsKKABuCKVRMzgYcFWpt5afOu9Zq91NI598Y6T4AAAQIECMwj0NLMykXb0+C65ht+fzf8zsaWuz53rMepxya3lmMECBAg8B0BDcDv1FqmBA4LjGreHQ5gc6Em4AbEQwIECBAgsJhAT5MrplZrdo1v/JWbfjGeeFuLK45pue0xGbVmS1zGECBAgMA7BPwrwO+ooywIXCYwW/PvskRNTIAAAQIECNwmEBtYPU2vv8eO/nXekHJ7sy8HFOKK+eTOtxzrcTi7Vks8xhAgQIDA+wQ0AN9XUxkRIECAAAECBAgQWEIgbWbVm2AjG3/5hl8aS4pXjysd2X+/Z+5SfP2ruoIAAQIEviigAfjFqsuZwMICfv134eIJnQABAgQIVARCg2v8r/LGBfuafvGqcJs23noadukc2/s986Trb+fxmAABAgQItAr4OwBbpYwj8GGBJ38NWMPvwxtP6gQIECDwKYFxzb98sy9inm2o5Zp3LXPmrosx5W5b5sxd5xgBAgQIEMgJaADmVBwjQIAAAQIECBAgQOBWgfMNwHrjb5vM0QZbrpFXmys3fhtL+rg2VzrOfQIECBAg0CPgV4B7tIwlQIAAAQIECBAgQGACgZ5mX/7vD2xtzP3xP/+1+dXk+tqt8+YQNf9yKo4RIECAwAgB3wAcoWgOAgQIECBAgAABAgROCbR8AzA049L/9ptt+eZfOsf5+z/HdGQ+jb8jaq4hQIAAgR4B3wDs0TKWAAECBAgQIECAAIFbBbZNv3Tx2DjbbwSmV42+H5uMfY3AGPvoaMxHgAABAgRyAr4BmFNxjAABAgQIECBAgACB2wW23wKsNf/2gtvOtTd+3Pl6I1Djb5y0mQgQIECgXUADsN3KSAIECBAgQIAAAQIEFhB4rvkXcX5uAmr6RRe3BAgQIPCUgF8BfkreugQIECBAgAABAgQI3CpQ+0bhz79GHH+t92h4f19fW+/ozK4jQIAAAQJHBDQAj6i5hgABAgQIECBAgACBpQT2m3Fnm36/coRvIu6v++t1jhD4/fff/0H4888//7nvDgECBI4KaAAelXMdAQIECBAgQIAAAQLLCDz/a8HLUAn0QYG08RfDCMc0AaOGWwIEjgpoAB6Vcx0BAgQIECBAgAABAgQIEBggkGv8DZjWFAQIEPhH4F//3HOHAAECBAgQIECAAAECLxDwa7cvKOJHUgiNP82/jxRbmgQeFtAAfLgAlidAgAABAgQIECBAYLzA+Sbgz/+S7/gIzfhlgZ7Gn1///fJOkTuBcQJ+BXicpZkIECBAgAABAgQIEJhIIDYBe/7+v3hNSOPnfxl4osSEsqxA77f9NP+WLbXACUwn8PtfLyj+SaHpyiIgAgQIECBAgAABAgRmEOhpHubiTRuKufOOfUNA4+8bdZYlgZkFNABnrs6DsfW+QT0Y6r+X1sd+ugLWJ0CAAAECBAi8V2C/CRh+Xfg/fwHQ/PuF5HMHen+u8nPN57aIhAncJqABeBv1HAv1vgHNEfWYKLyZjnE0CwECBAgQIEDgywJ7vxb8x/98WUfuqUDPz15+Vknl3CdA4AoBDcArVCeYs+fNZoJwHw/BG+7jJRAAAQIECBAgQIAAgVcI9Pws5ueQV5RcEgSWEPCPgCxRpnqQPW8w9Zm+e3Zr6I34u3tB5gQIECBAgAABAgSOCGx/pqjN4eeNmo5zBAhcIaABeIXqDXP2vLncEM7rlsj5epN+XZklRIAAAQIECBAgQGCIQO7nh9zEq/5Mkea3ag65ejhG4EsCfgV4oWqnL7p3hL3KC/vdLtF+FZ8Yr1sCBAgQIECAAAECBMYKtP4ssvLPDrkcV85n7A4wG4F1BHwDcPJa5V5sz4b8thfrlnyucEznbInhbN1cT4AAAQIECBAgQIDAPALpzwO1qPysUNNxjgCBuwQ0AO+S7lyn9c2kNq03mh86JYsRzmGVdJ7SWj+icY8AAQIECBAgQIAAgVUF0s/+tRxW/7mgNc+agXMECMwjoAE4Ty3+HcmZF9nV32CeKEXO7EwNQg7b63NrPJGrNQkQIECAAAECBAgQOC6w/Zxfm2nlnwF68qwZOEeAwFwCGoCT1OPoi+zKbyyT0P8Sxtb0aG3ixOn127njGLcECBAgQIAAAQIECMwpkH6e34tw9c/7PbnuWThPgMBcAhqAD9fjyAvs6m8qD5N3L7/1PlKzuGi8djtnPO+WAAECBAgQIECAAIE5BOJn95Zo3vD5viffFhNjCBCYS0AD8MF69LzAvuEN5UHqoUtva9FTxxhIvGY7VzzvlgABAgQIECBAgACB5wTi5/WWCFb/TN+Ta4uHMQQIzCmgAfhQXVpfZFd/M3mI99Zl0xq11jUGGMenc8RzbgkQIECAAAECBAgQuFcgfj5vWXX1z/A9ubZ4GEOAwNwCGoAP1KflhXb1N5MHWKdYMq1bS51j0HFsen0855YAAQIECBAgQIAAgWsF4ufxllVW/8zem2vP+BY/YwgQeEZAA/AZ9+Kqq7+ZFBP74Im0lq1vmnFceu0H6aRMgAABAgQIECBA4DaB+Bl8b8HVP6O35hkc9nINc+2N2fN0ngCBewU0AO/1rq7mBbTKs/TJWNvWN904Ll63dPKCJ0CAAAECBAgQIDChQPzMvRfayp/JW3NMDVrzDXO3jk3nd58AgWcEfv/rCfvnM0t/d9Xci/CXy7D1+ILFNue9Z8MXTPYMnCdAgAABAgQIECAwSqD18/iKn8Nbc9ta1nKtzVm7bruGxwQIPCegAfiAfe7F86svmjmLtCRvd9nL/0sWaa7uEyBAgAABAgQIELhCoPXz92o/h7TmlTNtzXVvjdZ5cjE4RoDA9QL/un4JKxA4LrD3JnN85jmuDG+SrW+Ub7eYoyKiIECAAAECBAgQeKtA6+fp1s/nMziFnFrz2sbb87NIuHbP5Wgc27g8JkDgGgHfALzGtTpr6YVx7wW1OumCJ0sO21S+5NJi8iWP7V7wmAABAgQIECBAgECvQMtn7DDnKp+zW/MpOZ3Ns2X9s2uUYnecAIHjAhqAx+0OX7n3gvmVF8s9hwj8FY+Yb7jds/miSerjPgECBAgQIECAAIEWgb3P1WGOVT5bt+RSMhmdY2sso9ct5ec4AQL7AhqA+0aXjGh9wQyLv/VFs8Xgrbm3bqqS0dddWv2MI0CAAAECBAgQ+K5A6bN0KjL75+qWHNJ80vtX59YT29WxpHm7T4BAXkADMO9yy9GeF8xcQKu/iObyXz2nXJ3OHMsZxflYRQm3BAgQIECAAAECBH4WqH2ODiNn/iy9F/vPmf786Im8WuN9IrafdTzaCuRqp05bpfc8/uM9qayXSXhi5Z5wrZnUrvWkbVWce9zZPTJ3dqIjQIAAAQIECBAgMF6g9nNSWG22n5X24m0RejKnuPaIPFpyNea4QEuNwphY0+MruXJGAQ3Ah6sSn1gtT8SeUPfmi+v2zGnsMwKhVnv1fCYyqxIgQIAAAQIECBBYR2Cmn4FGfL6fKZ91dsE3Ix2x374p966sNQAnqWd88b7riTlinRjzEcIR6x9Z1zUECBAgQIAAAQIECLxXYOafM0bFdubnsJGVH5XPyJjM9UNAfX5YuPe3gAbgZDshfTGf/Ql7RXy5OVOTycolHAIECBAgQIAAAQIEFhB44meK3M82R6meiD8X68iccvM7dlxAbY7bfeVKDcCJK116kf/aEzvkW7KYuHxCI0CAAAECBAgQIEDgRoHSz0l3/SxRWv8IwV0x98R2Jr8Z8+nJfcaxZ+pRy0etajprn9MAXLB+e0/Iq14IFqQSMgECBAgQIECAAAECHxbY+9npKM0VP3NdFevRHEdc98acRrhs5yjtp+hXOr+d5+zjuN7ZeVw/p4AG4Jx1ORXV3pP2rhePU0m4+B8B9fqHwh0CBAgQIECAAAECXQLpZ+m9n5O2E6fXbs+Netwb06h1r5rnbflc5ZTOW9tntXPpHCPuq90Ixbnn+P2vIv85d4iim1HAC9E9VSk5e9re428VAgQIECBAgACBdQRKn51nymD1z/Fb49XzeWJvbA2fiCFdUw1TjXff9w3Ad9f3suzOvEjkXvDS+dLz6fHLkpl04tRh0hCFRYAAAQIECBAgQIDAjsCbfqZ5Uy47ZRt2etaf69RyWImXmUgDcJlSvSPQlhe/r78QtRi9YzfIggABAgQIECBAgMA4gfBzxAyfpb/+88y4iq4z05P7rnff25/r7KvRkWoAjhY1H4ETAi1vHF6wTwC7lAABAgQIECBA4NUC8bNyy+fqERBxvRFzmWN+gbv2VY9Ea0z2ao/qO8dqAL6zrktl5YXot+b/U8lqqa0tWAIECBAgQIAAgYcE0s/NrQ2SUqjpXKUxjr9f4Ow+6hHa7rmza2/n64nF2PcIaAC+p5YyWVCg9YXcC/aCxRUyAQIECBAgQIDAFAI+S09RBkFsBOK+bPmZsGdsuky8Lj3m/ncFNAC/W3uZPyjQ8iIfw/OiHSXcEiBAgAABAgQIECBAYE2BMz/X9fz8GHTOrLWmrqhbBDQAW5SMITBIoOeF24v2IHTTECBAgAABAgQIECBA4KRA+Pls7+e5UT/DhXVa1tumNGr97bwev0Pg9782yJ/vSEUWswuUXiy/sAVLuZdq9gWTUu6OEyBAgAABAgQIECBA4EsCvT8vbm38/LgV8Tgn4BuAORXHbhN48wvVkRfxN3vctqksRIAAAQIECBAgQIAAAQIECPwkoAH4E4cHBM4JHGn6hRU1/s65u5oAAQIECBAgQIDAbALpzwY+789WHfEQ+J6ABuD3ai7jgQLpm/qRaX0QOKLmGgIECBAgQIAAAQJzC2x/TgiPR372T+cfOe/cqu+LLq3jXnahzj3j9+b7wvnUy/Pkt980AL+w6xfOcbYnbBrPGVYvPmf0XEuAAAECBAgQIEDguwLbn0nCYz9frLUftjWsRR8bf6Vr1D6vt/XyPNEAzO8UR6cQyD1hY2B3vMht149rH729I+ajsbmOAAECBAgQIECAAIFrBUY0IEb/jHJtxmbPCfTWsHd8bs0vHeNVrrZvAJZtnBkoMPpJOHq+gan+MpXG3y8kDhAgQIAAAQIECBAg0CGw0s8/HWl9augVNfSz5o8tdIXvj9nfcU8D8B11XDKLt75YvTWvJTeZoAkQIEDgVQK5D/fed19VYskQeI1AeG3KvWaFY62vW7nrc0Ct8+Wudex6gdY6hkhK+yYXpbr/ln2O5ayibencV45rAH6l0gvm2fPi92R6Xnif1Lc2AQIECHxBoPbDU88P01+wkiMBAmsL1F7vcpn5WSSnMsexnlr21rF3/Bwi46LosQ2rft0rymsARgm3UwrEJ2rvE/zKZGJMV65hbgIECBAgQOBvgZk+A6gJAQIEegTCzw0tr2EtY3Lr+rkkpzLHsdaapjVsuSYdP0em90XR4pOL5stmWw8NwK2Ix8MFjj5R00DSJ+2I+dK5a/fTdWvjnCMQBdL9af9EFbcECBA4JpC+ph6bwVUECBCYT+Dsa5vPmPPVNI2opb6hhmFcy9jt3F+qf69PavUlpzTv2n0NwJqOc5cJnHkynrn2soRMTOAvge0bVHhsv9oaBAgQ6BfYvp72z+AKAgQIvE/A58r31PTM+9zbf8Y4YxN2iOdJ+XmiAVi2cYYAAQLNAmffqJoXMpAAAQIvFnjza+mR3PwQ8+LNLrVPCBx53udgvBbkVOY8Nqrme9mFdd62L87avc1jbw8cOa8BeETNNQQIEEgEzr5ZJVO5S4AAgc8KtLyWhg/3LeNmQjwTb7zWDzUzVVQsBPIC8fmaP9t/1PO+3+xNV6T1H723ZnM6k1/qNFteM8ajAThjVV4U05kn84sYpPJiAXv8xcWVGgECtwm0vJau9iG/JadW4DDXavm35mYcgRUFRj6/0/w9z1ONb97v2QMrvzecfQ71OH1zJ+Wz1gDMuzh6oYAn64W4piZAgACB0wJnPpR6j+vn3/NuMZ3ph6C9fPqFXEGAwJMCVz+nW17jnszf2tcL7O2BcL60D2d6/2uRKuXRcm0Ys2fVOs9Xx2kAfrXy8iZA4HIBb1CXE1uAwBCBsx9G0yD25vK6kGrV7/dalex756lHVT5bWr98hTMECMwo4Lk8Y1XWiSm85+ztoSPvSy3zzqq059ES9xGzlnlnHdNj1mOjAThrxcVFIBHoeQEIl/W8CCTLuNsp0FuXzukNJ0DgYoEnnsNxTa/Tv/7L6VeVO5hf6R1r2hp/Syy9c7aubRwBAr8KXP18S5/zubXCsXTMrxE6sprAVfUM866yh3JxHq3jVZ5H4xlx3UifntcQDcAR1TNHVmDkps4u8IGDRw1r173xBXTGrcB5xqqIKQjkXh++tl9zBnfvjhDD19xT470a1GzCub3r07XC/Su8e2Oo5bSN12MCBK4R6H3e9kbhed4rZvwogSve53piu+K5tfrz6QqTnprkxmoA5lQcu0xg9SfxZTCbia98sYhzq8UGvfNhdMxdxjan4tjTArU9G859Yd/WDJ6oz1fct7Z7ddjbi3vXb9cb/bhn/b1cRsdmPgIEfhboeb7+fOX+oyPP73DNlTHtR23E6gK1PRT21pF9edTkyr18Zx5H80+vu9IiXefsfQ3As4KuJzBQ4M4XjrjWai+uA7kPTxXtchPwzKk49pRAba9uY4pj37aHY17bfPceH3E4utZeLG86v2dUc9+79mqnnvVreezF2bPO3lzOE/iawJXPnzPP66/VQb7XCoS9WNrr4fiVe7W07qiMr4x9RIxX5z8ixtocGoA1HecI3CTw5AtJXHv2F9ubSlFdJlqVBjEsyTh+t8DeXq3FE659w14+YnA279r1R+Kp1WnFc3sGOb+9a1odcnO3XhvGtcZxZp3WNXriNpbASIGWPXrmOdAba0s8vXPG8XfmEdd0S6BHIOzR0nMgHB+5h0vr9MS7N3ZkvHtrtZy/I+e9OEomZ2LTANxTd57AhQK9T97Si0AMsXe+eF24Ta/dWye97iv3U59czsxyKo7dLbC3T1vjCfOsuqePGNyRa1jjSGytNZt93F7usQZ741rzjPO1ji+N64nnzJp765yZu5Sb4wR6BPb2aJyrdVwcn97u7fMzc6fr5O7vrZ275sixK3M4Eo9r1hYI+7a0p8Lxs/u6NPdItbMxjojljjxLcd6dvwZgqRKOnxJ48kl0KvAbL2416nlRqI1tXS8QhLG1uW5kmmKpPTtWU5TpcBDb+q5Yz20OLRghzyPXtcz9xJgjuaxY6ydsz67ZUpuWMbU4rqhla0xn195bp3f+dL7ea2vGzhG4WiDdu1ev5blxtbD5ZxDIPada9n7uuhnyGRHD3bm1ePfkdTZ+DcAebWMJDBJoeeKOfrFI52tZf1Cqy0/DavkSVhPI1TceS58z1UkePBlj7QkhzSvez80TjsXzPfM/MTYXfy2OJ/LqjbEW/0rnrsz7yjq2xH12/SvW2M65fRz3ztnY4zxu7xHI1VEN2+1nscrVMWQxS3ztokY+JVDaQz3xpHPk9l56vmfeWcfemU/Oc6TLiFw0AEdWxFxVgaufENXFJzq598S9wymusRfLHlt6fZxz75pVzqe51WJeNe/W/NLcV801zaHnfjSaMe8YW2s+M+bQGvveuFaLJw1aY9zLdbXzV+V9dS334j67/t78sc5n14nz5G5zMVy5Xi6Grx/L1aDHJFx/Z83CWmdj7snvzNg7Xc7E6VoCewJXP+e2ryNXr7eX79nzd8X/xGvMqNw0AM/uMtcTGCTwxAtJXDP3ghKOxfO5FLfX7I3PzTHrsW1ud8Z5Zu1avUIOZ+YuXb+35p12V63Vu7drzme9anNv8+9ZK4zNzd2b+zaGqx/nYt6u2eOwvXbE45YYR6wz2xwj876zhntxn41lb/5Yx7PrxHl6bnOxPRFHT8yrjM3ZrhJ7Gufefngqz7240hyeuF9zmT32J7y+vmZtv3zdJuR/p88sz8+9nHvi1AD0LCJwo8Dek/fGUH5aKrxo9MTWM/anhSZ/0JtXz4ttKfXeNUvzhONhrlxMI9fYrl9aczvu7Y9bjeO4XJ1qRvG62ph4rnfu9LqedeJ1T93uxXrUYWQ+K8R4Z76taz1VuyvrtTd3tDmbe7i+da24Zu02netsbLV1Vj+XOq2ey5n4z+yRVsMza5zJ7ei1rXkdnX+G61pzXK12d9u2Ot4d13a9tI5nY07n2q5zdu7tfHuPa7HsXXvl+T2H3rg1AK+slrkJJAK1J2/vEzeZ9va7tTxuD2bQgnfm9Ma1Qk4r7eEj26aU49F6xuta3OLYvbhb5tqbY5XzNZNZHGoxBuc74tzGcMWa2zWO7KEr4uqNYy+PMzHuzR1jPbNGnCPchnla10yv27u/nXNUvHvrznB+m/sMMb3N/235hD2yt29my3kv3rP7Psw/W85ncxpx/Sj3nG3v3GGO3DUj5k6ttvPl1kzHX3F/G8MVa5ydc8/lSA4agGer4noCDQK1J++RJ27DkpcMqeVxyYIXT3omn566nVnnKMHda4b1ekyO5jX6uhBzahVzSI/l1tw7n7smd6zm1rpGjDk3/xuP1VxmsKjFF+pxV4y5OMKxs+vn5u3dZ2dj6F0vjk9jT2NIj8ex8TYdF4+13tbmTec4s0Y6T3q/NGdrTOlcpfu5uUrrluaY9Xgut1lifYvxLJ5XxbG3h66s497aV+Vs3j6BM3Vq3T9xXM9a8Zq+bPpG98TTN3N+9B055Vc+frRmdCYfDcDjNXFlQaC2WQuXfPbwmSfvnWgtNb06l20MZ9bbznWV5V3rxPiDSc+aPYYt84YxPXPGuJ++bY25xWBULq1rtcY+Kq6n56m5PG1Riy26PR1jiCPE2RNHS14xv9ptz5q1eY6e2+bR69Cz7nat0rVPmJTWbI25lEs8ns5TWiuOnek2jfvOuHJGuVhy4+6M01p9ArkapjOMqOfeGul67s8lcKR2Z/dMen26fnp8LqXj0ayeU1qfnMLZ/DQAc6qOPSaQbvizm/uxJDYLpzltTk31MHinsUb/9Fgp4Di2dP7s8VwM22N7MWzHt8S0NYnXXLFWnDve7q0Rx6W3rTkemXt7TetaaXxfur/1CrmXzMLxdHxpXOqXjk+Pv/l+zeVJj1pcaT2ejDGNI9xvjXl73dHHT+dey7d2rjfu2lxbu965t9ePfryNpyeXUixxju3cpfF3HY9x3bVeXKfVoXVcnNftPAIte6u1vi1zzZN5WyStubfNtt6o3ppe5XVm3t4cnqhSiPFMjk/EHNfc8x2RlwZg1HZ7qUDLZt1u+JWfvC2YLSYt84wcs41pW5ORa42eK4015pEe61nv6PVH1wuxxTV74kzHtqx9do10vTBXbs1wbOQ66Zor3K/lHs/l3GJutXNhTJwjjnf7nMlerdLaPFG3sGZPjGm8b7l/Jv+emvWs0zPvXh3SdUfOG9ZN50vX2Yspdz5en86ZGzfyWFxz5Jx7c92Z314szt8v0LLncnuk5br7szm+Yi7H47O958rWOs/q1xr/6IqlHj0xpGPTOUbHN2q+NN7SnKPy0AAsCTt+q0DLpr81oIsXG/UEvjLM1prMmEtr7Fu/o7n0rnd0nW288fHe+qPXi+uGeffWjmNzt+m1V8WYW3fvWBrX3thwfkTsLWuOWKclnxnHtPjcFXdPLF+qWcg1Z/OUQS6W7R4pjWmJuXTtdo30ccu86fjS/dza4dio+bfr5ubNxbC9bvs4XpObbzu253Gct+eaI2NHx30kBtfMJ9C6/8L+aR07Q5bb/b6NfXt+hphnjWFrl4tzVs+W2HP5HDl2lUGaw1VrHMk3XpPGF49tb0fGrQG41fWYwECBlif0wOWGTNUT88gXo1rwYZ2euGpz5c7l8iitl44tjcmtEY6l15bG9B7fi+GKNfdiDDHV1s3FvHfN3pojzufiqs1by3HvurvWqsXxhnNHa3Ak956a3RlXLZcQR0/ctbm257Y5XrXOdt1Rj0s227y26x3Jc2/O7Rq1x0fWr8139Nw2p564wtjt9T1x9KzVM+927JkYt3N5/E6Bnr3YM3aUVm0P98ZTm2tUvG+bp8V4VteW2Lf1ujqXMP+RuNI40+uvjjddN3c/jSV3Ph4bHacGYJR1+5hAafOP3uyPJbhZeOa8SrXYpPDIw9RtVJzpnD1J9a5/dJ29mPbiuGrdNK6wxl4c6fiesel1V9/viesO1zTfu9dL1575/h0uPfsiWN0RU29NtjH15jRrXjWHvRyDyd6Y7fy9469wOxLDNo+rHqf7rCXOOCa9rhRbHFs6P+p4Syyj1jLP+gJ37cua1JE9O0PctZzecq7F+Uj9rvZpiXsbw515pGsdiTWNPVyfzpeeu/p+S+xXxaYBeHV1zV8VaNn81QmcHCbQW4urXpRaEkrXvjvunvXSOFvy6hlTi+PKdXtiTMfW4k3H3X2/J667Xe9e72771vV6atQ6Z23c0fVWqdcVcZbMrlirVrtwrhRLvK4WU3pub544X+42nSd3/sixvXiuWPNInOGaGMtezGFsHBOvSY+F+1f9l6531RrmfadA3LN3ZDdyn/bEPXLdO5xmW6PFeibjlni3xjPEn4uhN5c4PjfXNucRj+N6e3NdGY8G4J6+848IXLnpH0lo8kVbX4xiGjPVZxtLLpftmJjHVbdXr5fLMeZy9dpxnfQ2rJnGtI0hPZde9/T9p+JqWXdr+LTVjOtHx1FWcb7eXEet37uu8T8LtNRvr1Ytc/y86s+P9ub/eXTbo5aYrli3Lbr6qBhXSw4tY+qr/Xo2rv/rGUcI9AtcsUdjFFfu1d64r4wl5vvl25l8e/dGqNvV8acxHVlre006X23fhXHba2vjj5xrieXqGELcGoBHqueaIQKlJ8EdG39IAi+YpFSDWmqz12dEfEdcgtmItWv24VwttjvWL8VXWrsWb2muO44/FdfeuiXHO0xWXWPP9Kq81Opv2ZL/nT6lGLa1bx23va72+Ko8W2O9av1azr3nYoytOfXOH8bHNY5c6xoCJYEr9uxde7U39rviKll/4fgMxr37Itbljti3sYXHZ9eN12/njnmlt+mYeF16/uj9dN7aHCPXrK2jAVjTce4ygdYnwmUBmLjaSCrx3PXCVFp/1uN3udSeN3fF0FqDWqytc1w1bi+2YLk35orYZqvhFTn2zvlEHfZifKpOW4un4tjzufv81uWu9a/y78nnqhiuMgzx9uRXi2O13Gu5ODePwKj9mWZ0917tzeHu+FKbL91/2rl3X8Ta3BX30fhinHu3aR4ta4Ux6TV785fOt6w1Yp3S+rnjGoA5FccuFag9Ee5+Alya6KST1/xrIavNrzp3mtTqdmccvyr8eqQW66+j7zvSElewbBl3JOqr5j0Si2v6BJ58jpX2TTj+ZFxBsBTbHXGV1u6rbP/oq3LryeeqGPo1+q7oyXE786o5b/PweD6BM/tym83T+7Qnl6dj3dp5PF6gZz9sV79zf5yJcxt3y+OQW8uaYcxRh5b5Q6xH52/JszRGA7Ak4/jtAk88AW5P8uEFW1+MHg5z+uVn2qszxRIKd3SPXZ1HS1whhpZx029QAQ4RuHpP7gVpL5aF7rK5aw+05nNXPGX5/jOtuZVmXjHnUi6OzyFwdk+mWcyyP3tymiXm1NH9cQI9e2G76hN7oxbvlfHEuWvrB59wPo7deuUe780Xr+mZM14z6lYDcJSkeZoEWp8UTZMZ1CXQYh9ejHLjnnyR6kpywOBc/um0T1jsxZTG9+T9o3FebdoS114Me+f33Fti2JvD+b8F0lpc4ZrOf7f5FfncncOVflf7XBl7rg6t+dwdVy7WnmOtefXMaSyBMwKj9+Qsz8mevGaJ+UwdV7421uqqOsT5e42uiqcljlrMd8UV16nFEs/Fsbnc4pjcue2x2jzbsVc81gC8QtWcWYHaE+PpJ0I24JccrLmnKYYatI5Nr/vS/dn26Uzx7O2dp/ZXS1xxD++NjeOuuJ2pllfkd9Wcb3E7sveezv1IzGf2Qct6PSYt852Jt3Zt69o9+dTWu+tca1498YQ5V3Poyc/YawVG78lZ9mJPXrPEfG2l15k9V7ujNcrN1SpxdM3W+c+MeyK2uGbNNJyL42J+tfFxTLzdXhuP332rAXi3+EfXqz05ZnkyvLE0NfeYL/8oUf/11aecSjV8Kp4fWn/fK8WXjqvFWjuXznHk/l5s6dq1sem4I3HsXXP1/HvrO/+MQG3P1SKaeb9cEVur04i107VGzJfWMZ07PV66P3r90jojjvfmlq6Z5nlmnnRO978tcMU+Svfpk7o9uc0S85NeT60d7HtqlRtbq19ufEuutTlbrr9jzNMx7tXuDfYagHfsZGsUBZ5+khcDW/xE64tTi3/LmMW5/h1+zewrBj11rHml80S70vj0eBybXn/0fjpvbo50rdrYdFxunrPHrp7/bHyuHytQ22t7K31tr7RaXeWSrn9kjfT6vdqm54+slV5/5/3ROYbcj855Z97WmlPgqr0zw3OyN7cZYp5zl9wX1dnXs96a1zKbcT+MzK+W+5FzZ2uXrjmjvQZgWiH3CbxAoOUFdcYXoxfQD0+hVMun61eKawvQG2eYt/ea7Zotj+Mae3nEcS1zHhlz9fxHYnLNeIG9fVZb8Yt7pMfrLp+emGr13Dt3Vz57ceydP+KxSm57uTs/l8CRvdiawQx7tje/GWJu9f3CuFCP3hp+waWU40z792ztZspl660BuBXx+DaBmZ8YVyKEN4Ircm99g+ld+6p4rzTunbtm1+vVu/ZK42tOaR5Pm5XiTOMqjYl5pGPjsTO3Yb50zdHzn4lttWuD4+x+aa2P+M6e35Gc9q7pMRvhE+boWXMv/jPnR+RzZv3Wa3u9VsmrNX/j5hDo3Ye9Uc+wb3tznCHmXuf/n707UJrd1BbEbJ97Upk3zTPlTSeVmTjm+GLzswUCCUkgfa5ydbcEi7U+aHUL9/b+Svt0bnrndZRROm6az6j4b40TrVK/vVpjn712T563Afik/ofHXuHNceX0xAvJCIcYay/fEWPtjeH89QJPzeNb1llLHVcZXxX3+lXXNsKW7VU1h7Guit1W7a+ttur/tVX9yGw11bMdc7bHbbRPjNeTw5iq/4oSxx8Z84pYPT6r1HSFk5jXCfSswaNZzLB2e+tsybklZkuco676/SOQO7fMzT+9xzwLY+Z5jIn8zihPzNHVkjYArxYW/xeBL110Qq21C0c812MS+/wCWznQE78SxqkPCrSut701tvdeCLR7Mc7wt4x/dQ5n8p+17976COfPzGtt3uLYZ+KfcY3jn4kR+j6V/9m8z/TvtbvaKI3fm1uvQzpWb9+72/dYjKirZ7y7LYz3jMAda2LE2h2h01PrVs49/fN8Q9+tmHk7r98hYL735/Ho+yntN+t7ygbg/vxrMVBg1jfCwBJ/CRVqTi8GvzT488De+a0+Lcd6vbdy7Y3RktcqbZ6s/ao10WPfmkOrU2u7nhxb27bU8mR+rXXM0q7Fc1SuYV5q4+XnrpzHfKyjNV6Z49GcRvQb5RNzecIpH/NMTXmsWNcKj611j6qxdbwV7OR4XuCO9TBq7Z6ttqfWmHNPn7P56T9OYMS8xTUQsjoTL/RNY42rcu1IZ0zzymOs2ZxtAOYz5fVlArMt/ssK3Qgcao8XgY3Tww+dsT7Td3ghAv4QuGtuWtfqXfn8QLjgxVvquIDmR8jWdfGj06AXYY5ax99q1zvHWzHOltKbw9nxVu8/i9csedw5ny3rf4TLXePcaWescwIta+LcCPP86vpIrUf6nPXS/5zAqDnbuuZuHUuzHTV2GvONz3udontrv7Rd7Pukow3AJ/U/NPYMi/1p7mCQXgCuyIfzFarfitmyRt+0zt5Uy1UrtWVNlMYe6RtiHc3laL9SXa3HR9bfOubq7Zg9O4Mt75Uzc9QS/1kBo98tcMeaOLNmR3vcUe/onMXrExg1x2fXbdp/VE59EnO37jVJPUNl8XVPnLRt7H+3kg3Au8WN92mB+EZP3/wjQGLcEbHE+Evgi6Yt6/ItLm+pY8b365W2IXbLOn3K5cran6qpNO7oufiSXcn06eN7762jc7QXt1T30fFK8RyfS+DouuipYqY1dEe9NZvU4ulcanmueG6kZzpPK1rMnvORudqbk3i+N3YPftmbAABAAElEQVTePsa52tAG4NXCH4wfFm+6oO9azCtRpyapVU8NaYyeftoSyAVa1+Ab1twbasjn7+nXd5um47Wu3SuN0nyuHGfG2KH2M3PwZbsZ57OU05F5si5Kmo6fWRstekfWa0vco22urjfPa7b68/zS1602s9XUmndaa+l5XtvI2KUx4/GzY+W5x7izPR6ts7e+2P7oeHm/GG+05+9/Bv5jdFDxCBAgsJJAfsENuT99abwjp60xtubtaYutnPaObdW2Yh17dY4+v+VWGmNGz578S3XtHZ+x7r2cnSfQIrD1/mld71t9W8ZM27SOlfbxfC2BEeukVPFs6+fKWqPBkZpLeR2JFfPIH0tj5O16Xo/Mr2fc2PaKmmLs1R+PzE3J80isLb9S/K22+bFROYS4Z/KIeY3M5z85/RnQBmDU9UiAwGcF0gv0DJfFNJ84KaPy2oodx8gfR42Zx/V6XoHa+lhtPdRq2ZuB1Wrdq8d5AnsCZ94ve7Fr573XajrvOnfFGptt/VxRY1wFZ2st5XY2bsivFDvmfvZxRI49OVxdT08uK7TtnZ+ab2+s1KcWN2239fzMuFvx0mNn8krjjMjRHwFORT0nQOCzAiMuqCvgtX4AfcVjhTm7O8c3zf2barl7HRiPwJUC3ptX6n4j9oxrqPU7VusMjaxxZG4jY7VaXN3ujTVdbXYmfljbJfN4fGv9x3Nnxs77bo2Ttzn7Oh/jaB1pvzxma442AFultCNAgMDCAukHxl4ZRz9Q9uI6T4AAAQLzCoRrf89nRW8lPlt6xbTfEph1HY1471xVWy23vTFrfbfmZ/Zjb6tndu9afmHt1eajdq4Wt+Xc3rpviXGmTT7+kVrTPnm8Wm42AGs6zhEgQGBxgfTDYa+Ung+PvVjOEyBAgMB6AuFzoOdzY69Cnyt7Qs63CLxxHd1VU+39vJVDrX3LXPW2uSqHu+vorXuv/ZbLXp/8fMngTOxSzHzs1tchl9ExS2OfqbsUc9TxNLcjHrFPGqeUmw3AkozjBAgQWFggfhC0lNDyYdESRxsCBAgQWF8gfib0fI7EqmPf+NojgVQgrI+WdfW2dTRjPWlOLXOSzmPr83SM1j5HcjnSpzWfo+2O1H50rLv6lZzP1hr6l2Kfre1sbmfHP9I/5nzEJPaJMbbG97cAb6k4RoAAgYcF4gV8K43SRb3WpyfOVlvHCBAgQIAAAQIEygL597DS97VyhLFn8nzGRt+OdqbmUr5pzFKb7WzGHk3zGBt5fLSS05EaSrFi1kdixr7p4944adu956Ny2hvnrvNnbHILG4B3zZpxCBAg0CFw5kLfMkz+YdDSRxsCBAgQIECAAIE1BFb6Lnl1rq0z9pbvx1uevbVtxcgde2Pm/bde7417xZhbecx6bM+nlHd080eAS0KOEyBA4IUC8eL/wtKURIAAAQIECBAgcIHAld8fj25ojCrzytpG5dgT56xna/+r3K6K22M4c9vUp3WuQj2xrQ3AmWdXbgQIfFYgXNzjhXoEQvphMSKeGAQIECBAgAABAu8UuOt748jvuj0zcVd9PTld2Xav3t552It3ZS1i/yMQ56Fn/vwR4H/8PCNAgMCUAj0X9byA+MGQH/eaAAECBAgQIEDg3QKt3yGf+L7YmtvZGXqitrM5n+l/pevXLM/MwxN9W+beBuATM2NMAgQIHBBouaiHsD6cD+DqQoAAAQIECBAgcLlA6/fZI4n4DvzPH/U84lfqw7UkM+/x0vvMHwGed85kRoAAgR8CPnx/cHhBgAABAoMF8hsGnzuDgYUj8GGB/PpylsL16azgfn/G+0aztohzl7/v/AJw1hmTFwECBAgQIECAAIGbBPKbhHTYeCORHvOcAAECLQK1a0tL/9jGdShK7D+eNWe9b7xai7gmbACuNnPyJUCAAAECBAgQIDBYIN4c7IV1Y7gn5DwBAkGg9ZoS2rquBIXx/5iD8aarR/RHgFefQfkTIECAAAECBAgQuElg64bSzftN+IYhsIjA1nWilLrrR0nm/HG25w3fFsEG4NtmVD0ECBAgQIAAAQIE/lug50b8KFoYw43mUT39CLxHoOd645rxnnlXyToCNgDXmSuZEiBAgAABAgQuEei5abskAUEJECBAYFmBns8QG3/LTrPEXyBgA/AFk6gEAgQIECBAgEDPDRgtAgQIECBwVqDnc8fG31lt/d8m8L/+63/cXpINwNvJDUiAAAECBAgQKAv03FCVozhDgAABAgSuEej5nLLxd80ciLq2wBObf0HMBuDa60b2BAgQIECAwIMCPTdBD6ZpaAKXCrjBv5RXcALTCPR+5rk2TDN1EplA4KlNv7R0G4CphucECBAgQIDAcgK9NyTLFShhAgME3IgPQBSCwEcFej9nXW8+ulA+VPYMm3lHuG0AHlHThwABAgQIEGgS6L1paAqq0WUCbtouoxWYAAECywn0fob7DFluij+d8KqbeGcmzQbgGT19CRAgQIDAgwK9X8wfTNXQNwq4AbsR21AECBB4oUDv9wufOy9cBAuU9MUNvK1p+ff//p9bhzeP2QDcZHGQAAECBAhcI9D7pfqaLEQdL/BHFvL37HX/SzdU/WZ6ECBAgMBxgd7vKD6njlvr+VPAZt5Pj/iqZ3Mv9qk92gCs6ThH4EUCvR/oLypdKQQIELhYIN/8C8P98dsfW4cvzkR4AgQIECDQK9B7n2Djr1f42+1t7v2c/9Gbej+j11/ZAKz7OEvgcoHeD9zLEzIAAQIEFhR48mbk9/M/9ltQXMoECBAgsLpA733Ik5+1q1u/IX8beb/O4pObeb9ms3/EBuC+kRYEigK9H5rFQE4QIEDg5QJuGl4+wcojQIAAgWUEeu9hfIYvM7Wbidq422T5++Bqm3h/J37giQ3AA2i6vEOg94PvHVWrggCBtwn4Uj7vjIZfBvpjwPPOj8wIECDwNYHe+x/fMZ5dITbu9v2/tHm3r7Hf4vc/39T+DzX7TlrcJND7oXRTWoYhQIDAUAEfvUM5pwhW+2PAvmlNMUWSIECAwGcFeu+xfE8Zs1Rs4PU72tDrN+vp4ReAPVra7gr0frjsBtRgqIAP86GcghEgQKBJIG4O2ghs4tKIAAECBAYJ9N6bvfFewSbcoMU0IIzNvQGIJ0P4BeBJwK937/1Q+bpXrf43fuDW6nWOAAECbxOIG321umwC1nScI0CAAIERAr33aLPfh9jEG7EqxsWwkTfO8u5INgDvFl94vN4PkoVL7Up99g/MrmI0JkCAAIFTAjYBT/HpTIAAAQInBHrv1+68j7GJd2JiB3S1aTcA8QUhbAC+YBJHl9D7wTF6/Lvj3fnBd3dtxiNAgACBZwT2NgL9EvCZeTEqAQIE3ijQc//2//7r/3wjwatrsnn36um9tTgbgLdyzzdYz4fFXdnbkLtL2jgECBAgcKWATcArdcUmQIDA9wT8im69Obd5t96cvTljG4Bvnt2N2u7a8LOJt4HvEAECBAh8UqC2EeiXgJ9cEoomQGAhAZtuC01WJVUbcRUcpz4jYAPwM1P9229Xbf7Z7PvQIlIqAQIECBwSsAl4iE0nAgQIPCpg8+9R/l8Gt4n3C4kDBLoE/t3VWuPPC9js+/wSmAIgv5H2C5oppkUSBAhUBMJ1Kr92xebhuOtY1PBIgAABAm8WsIn35tlV2+wCNgBnn6GH8rPR9xC8YXcFtm6g3TzvsmlAgMAEAjYBJ5gEKRAgQIDAfwRsxFkIBL4n4I8Af2zOt/4YsM2+jy2Cxcvd2gAMJfn1zOITK30CHxIoXccCgWvZhxaCUgkQWEJgxj8G/H/8f//PDzv3cz84vCBAoCBgA7AA4zABAnMKlG6c3TTPOV+yIkBgW6B0LQutXc+2zRwlQIDAFwS2frBRqtvGX0nGcQIEtgT8EeAtFccIEJhWINwY126cp01cYgQIEEgEXMsSDE8JECBAoOsvbLTxZ8EQIHBE4F9HOulDgAABAgQIECBwTqD0Sz//keOcq94ECBBYSSD84s+v/laaMbkSWFfALwDXnTuZE/ikgBvjT067ogkQIECAAAECrxLo2fQLhfvV36umXzEEHhGwAfgIu0EJEDgiYPPviJo+BAjMLFD6o8Dhelf6heDM9ciNAAECBOoCNv7qPs4SIHCdgD8CfJ2tyAQIDBSobf65SR4ILRQBArcLlK5hteve7UkakAABAgROC/Rs/oVf/PnV32lyAQgQSAT8AjDB8JQAgTkFajfBpRvnOSuRFQECBPoE4vWv91oX+4XRevv2Zag1AQIECOwJ9G787cVzngABAkcEfv/zvyr8+Xdq+ocAAQJzCqQ3sXmGrl65iNcECFwtkF+TRl6H8th5La1jbcVp7ZuP6TUBAgQIHBew8XfcTk8CBMYL+AXgeFMRCRAYJLB1ExtDu5mNEh4JELhLYOuaFI6Nuh6FOFtj3FWfcQgQIEBgjICNvzGOohAgMFbABuBYT9EIECBAgACBjwmM3AT8GJ1yCRAg8CoBG3+vmk7FEHidgA3A102pggi8Q6D2K5hRv7Z5h5QqCBCYQSBes85en/wKcIbZlAMBAgT6BGz89XlpTYDAMwI2AJ9xNyoBAhWBeCO91eTszfVWTMcIECAwSiBev85cq7Y2Ac/EG1WbOAQIECDwU8DG308PrwgQmFvABuDc8yM7Ap8TiDfPW4W7Ad5ScYwAgbsEtjbmSmOHa9mZa9aZvqWcHCdAgACBMQI2/sY4ikKAwL0CNgDv9TYaAQIVAZt/FRynCBCYQiBuzNWuVzHR2Cb2icc9EiBAgMCaAjb+1pw3WRMg8JeADUArgQCBKQTijfIUyUiCAAECOwJxU6/l2pW2if12wjtNgAABAhMJ2PibaDKkQoDAYQEbgIfpdCRA4C4BN8x3SRuHAIFegXh9Sjf5ajFiu9iv1tY5AgQIEHhWwMbfs/5GJ0BgrIANwLGeohEg0CkQb4ZL3dwkl2QcJ0BgJoF4rdq7psWcY7vYLx73SIAAAQLPC9j4e34OZECAwHgBG4DjTUUkQKBRIN4Al5q7MS7JOE6AwKwC8bq1d32L+cd2sV887pEAAQIE7hfo2fgL2f3h4n3/JBmRAIHDAjYAD9PpSIDAGYF401uK4ftUScZxAgRWEIjXsL1rXawltov94nGPBAgQIHC9gI2/642NQIDA8wI2AJ+fAxkQ+JxAvNEtFe4GuCTjOAECqwnE69nedS/WFdvFfvG4RwIECBAYL2Djb7ypiAQIzCtgA3DeuZEZgVcKxJvbUnFueksyjhMgsLJAvLbtXQNjjbFd7BeP7z3GfnvtnCdAgMCXBWz8fXn21U7guwI2AL879yoncLvA3o1p743u7QUYkAABAicF0uvc3jUxDBXbpP1OpqA7AQIEPitg4++zU69wAgT+FLABaBkQIHCLQLyJLQ3m5rYk4zgBAm8ViNe9vetjqD9tE/u1uvS2b42rHQECBFYRsPG3ykzJkwCBKwVsAF6pKzYBAv8RSG9ct0jcnG6pOEaAwFcE4jVw71oZPdJ2sW8855EAAQIE/hGw8fePhWcECBCwAWgNECBwqUB6o5oP5MY1F/GaAIEvC8RrYu26mfvEtrFvft5rAgQIfFHAxt8XZ13NBAjsCdgA3BNyngCBwwLxxnQrgJvVLRXHCBAg8Ntv8fpYu4bmTj1t875eEyBA4C0CNv7eMpPqIEDgCgEbgFeoikng4wJ7N6Lx5vbjTMonQIBAVSBeK/euqdUgThIgQOADAjb+PjDJSiRA4LSADcDThAIQIJAK7N2oxhvatI/nBAgQIFAWiNfNvetrOYIzBAgQeKeAjb/9ef1f//U/9ht1tvj3//6fnT00J0BgBoHf//jznxkSkQMBAtcLpDePV7zz0/hb1Vwx5tY4jhEgQODtAnvX21i/626U8EiAwJsEvr7xd8Wm3pn1YUPwjJ6+BO4TsAF4n7WRCDwqsHWzOPLGcCt+WvDIsdK4nhMgQODrAqXrr+vu11eG+gm8U6Bn82+137rMtrHXu4JsBPaKaU/gXgEbgPd6G43AYwJbN4ijbg63YqeFjhonjek5AQIECBAgQIDAdwRW3fhbfVPvyAqzEXhETR8C1wvYALze2AgEphDY2qQ7uzG3FTMv9uwYeTyvCRAgQIAAAQIE3ieQbvClv9xLj+9Vnfbba3vl+S9u+uWeNgFzEa8JPC/gLwF5fg5kQOAxgbCBd3SDzubfY9NmYAIECBAgQIDAqwTyTb789V6xs2z8hTxn3fwbtSE3a317a8R5AgR++80vAK0CAh8RKG3YHdkALMVKKY/ETft7ToAAAQIECBAg8A2B3g2/qDLTxl/M6c4NslGbejH3I4+1emfI70hN+hB4q4ANwLfOrLoIbAhsbdz1btRtxUiH6omXx+rpm47pOQECBAgQIECAwLoCvRuAM278Rf3ahlhsU3tcddOsVPeq9dTmyDkCqwr4I8Crzpy8CTwgkG/Y5Sm0buCV4oTjrTHysb0mQIAAAQIECBB4t8DMG3978jbC9oScPyOQb8Bab2c039v3X+8tTWUECIwUKG3axTFaNu5CjL04MZ5HAgQIECBAgAABAkEgbPytsvlX2njJN2jeNrNfrXuGedxaW1vHZshVDs8K+AXgs/5GJ7CEQG3TrnXjb4lCJUmAAAECBAgQIHC7QNjc2/pjwKts+t0OZkACBAgcEPALwANouhD4gkD8td7Rzb+W/rljy2Zi3sdrAgQIECBAgACB9QXir/zSx1WrKv0abtV6WvMu1e3XaK2C2hG4VsAG4LW+ohNYUqC26RcLKm3WxY2/2K7lMcQqxWvprw0BAgQIECBAgAABAgS+KFDaeP2ihZrrAjYA6z7OEiCwIbC1WWfjbwPKIQIECBAgQIAAgU8K5Jsy+eu3onylzpnmzy8sZ5qNuXPx/wCce35kR2A6gXzzr+XXgnkReYz8vNcECBAgQIAAAQIErhYYsXFS2/Cqnbu6NvEJEDgvkF4j3vB+9gvA82tCBAKfEYgbd/HXfr2bf6F/jPEZNIUSIECAAAECBAhMJ5De2J9JLsQZFetMHrP3ZXTNDJVc37BZdY1Ye9TcNn/dHmmeljYA55kLmRCYRqC0SRc3/noSjZt+pZg9sbQlQIAAAQIECBAgMKPAGzYHRrnafBolWY9jzdV9nP1VwB8B/tXEEQKfF+j9Zd8WmA2/LRXHCBAgQIAAAQIECBAgcE6gtvl39wZsLZeWKu/OtyWnszW1jPFEGxuAT6gbk8CEAiM2/UJZNv4mnFwpESBAgAABAgQI/BAImw5vvcn/UagXnxK4ezNtxHsoxLg77yOLYivHEfXXctkas9Z+75wNwD0h5wm8XMDG38snWHkECBAgQIAAAQKbAmdurvMb/zOxNpN74cFVNnpmp8/X3uz5rpZfq29ruzP1l8Y4er2xAXhmNvQl8GEBv/T78OQrnQABAgQIECDwcYGjN+BfYQs+pc2LrxhcUWfN9K41WcvhippniHmXbWutpTnYy9MGYKuwdgQ+LmDD7+MLQPkECBAgQIAAAQIECEwpsLfxMyrp0sbTmfh35b6X4xW17Y05+vxWDanv73/8+c/oQcUjQGBegZ4/8uvqMO88yowAAQIECBAgQIDAzAJbmxEh33RDYub8Z8ttBs+tHPbmM+2z1/Yp8zTHPIdazrV+eZynX4c6/ALw6VkwPoGbBcKmXm0T0KbfzRNiOAIECBAgQIAAAQIECLxQIN8gC69rG2p3E+T59Y5/ZS1nc8trCfH8AjBX8ZoAAQIECBAgQIAAAQIECDQIpDfpV2wGpPFL6Vwxbmms3uOl/GfOubfGO9rP4riVR20ut9oHr1qfOzzDGKXc0vFnyDPNpzXvvE987ReAUcIjAQIECBAgQIAAAQIECBBoFMg3EMLrkRsGefxSWq3tQv+R+ZXycXysQM/8jh35vdFaTGd9r5TyaqrpvVOqMgIECBAgQIAAAQIECBAgQCAK1DYJShsLse+RxxCzNuaRmF/qU7O7Yr5G2844/zXTUH+Paxqrp99o562809zieP+KTzwSIECAAAECBAgQIECAAAEC3xTY2jD4psSvVQeb+O+vZ685UpuPpzebrqn4+qg10zB6j2seK399fTX1EUIteT3+CHDdzFkCBAgQIECAAAECBAgQINAkEDYB8pvu2TYGmgrR6G+BfP625vjvxp78LZC7/X3ioSd7+eTv27vSTPO6Ioc0pl8A3jWrxiFAgAABAgQIECBAgACB1wikN9ZpUekNffo8bfP156u4PJVnbdzSuptlTYXca/nfnedePsHzCdOtvK52swF49+ozHgECBAgQIECAAAECBAi8WuDqG/mV8J7YXBnh89Qc1sad2TLkXcs9zsmdNezlc2cusf7wuJdX2nbkcxuAIzXFIkCAAAECBAgQIECAAIHPCDy1gfAZ4IcKrW3QXDnnT417hjnkXMs7jX2lXTpOeL6X0525pLnt5ZW2Hf3c/wNwtKh4BAgQIECAAAECBAgQIPAZgbCRsHVTH46Vzs2I89SGyIwWT+S0tYZiHi1zk/dv6RPj3/F4Vz65w1ZtZ3NpGSMft6XP2bzyMfPXNgBzEa8JECBAgAABAgQIECBAgMAggdE39bWNhNFjDSJYKsyKvls5h2Oj1sNW/NZJHZVDy3gteV6VTy3uk3mlbv4IcKrhOQECBAgQIECAAAECBAgQ6BSo3fx3htptXhurZaNhd4CbGqyUayCpuZ8lq1nsjVvreyavEDf+eyROyHsv9yNxS31aHc7UVBq7drwlr7uc/AKwNlPOESBAgAABAgQIECBAgACByQTChkHLxsJkaS+bzpUbNLV5rI1b63cUekTMWs5H89rrt5f31vsl9Lky172cQk1Xjr9lZgNwS8UxAgQIECBAgAABAgQIEJhSIL+xvvsmugflyk2GrU2NkNuVY/bUnrYt5Zq28fynQG1d5++Bnz37X52NV8u1P5v2Hi15P5HbrHnZAGxfW1oSIECAAAECBAgQIECAwEMCpZvqcPyJm/ycIeRQyjFvO+r1E2OOyl2c8t9UW1rPV6yvMzFLed4xt3t5t+QWYrS0a61nL6cYZ+SYMWbLow3AFiVtCBAgQIAAAQIECBAgQOA2gdYb6dsSWmyg0RsbV5W/Sp5X1d8a1/vhp9SexxMbbHs5hQqeyCuVswGYanhOgAABAgQIECBAgAABApcKtNwo9yYQYj5xc53W8sT4wSmMm+YR7Z4yieN7rAtszVnoka6jUpt65LFnYz5X5LIVM45XqmKrT9q21D8c3+ubxkmfH+2Xxijllba5+rm/BfhqYfEJECBAgAABAgQIECBA4D8CI26kZ6HMa8lfxzxLx+P5rzyWNkC+6NNSc0ubsHaCa8m2ZW1t9Y0xt861xNxrE2or1Vc6vhcznA/5xthn4qRjjYhzlWOaZ8tzvwBsUdKGAAECBAgQIECAAAECBAj8t8CITYGRmHHjI49Zy3OWTYk857e/bpmTWpvoM3L+RsaK+W09ttS11W/vWMw/jx9ex3OlGC1tSn33ju+Nvdd/9Hm/ABwtKh4BAgQIECBAgAABAgQIXCIQbqhnu6lOC30qt3zjI82p9PxIn1Ks1uNP+bTm92S7aLM3L6FdbPtkvj1jh5r26mqNl9eev67F6Wlbi1M7F8aI/9batZ6LdiP8/AKwVV07AhWB/M14x4Wlko5TBAgQIECAAAECBF4h0PO9Onwn72l/FCj/7h/j3DF2HGvU411me/nOksdenmfPl9ZOjLt3frU1tldPrLv38U6HMNZeHVflk48bXh8d6z99e6G1J0Dgp0D+pgxnz7wxf0b3igABAgQIECBAgMB7BEo30703taU475FSyZcEWtZz73vkKb+t++OncmkdN96/p7mn3unztE1r/KfbxZz9AvDpmTD+0gLxjbRVRDiXXii22jhGgAABAgQIECBA4GsCb/yO/HRNYfzavclMa2ylXEe6leZnz+PptdVqUKqv1D/W1duvFO/s8TyP8DrmeDZ2b/88l97+afs0lg3AVMZzAgT+FkgvFH8f/PPJUxfBNAfPCRAgQIAAAQIECDwhUPqO/EQu+Zil7+kz55zWEPIs1ZC2e+L5lbnV5mcWj1qOtXNbc/V0TWH83py36rjqWC23Xrs8lg3Aq2ZN3NcL5G+mtxS8V1c833vxeYuPOggQIECAAAECBAikArN+L47f29Nc8+ez5p7nufrrlrnIa1xhbnrqWqGefA5aXweHs/X1WLbktRXP3wLcIqcNgQMCZy8AB4Y83WXrIlEK2tO2FMNxAgQIECBAgAABAqsIrPL9N+Q5e64z3yuVcrvTtJTDE++Vs3WHWu6opyfPlnxa2qTzEcaP/6bH95639mnNpxbPLwD3ZsN5Ah0CrW/KjpCaEiBAgAABAgQIECBAoEkg3Pz3/BPbu49pUwtevVbRuG2E9/wvl3qdWn1GtQv5bc3NXt6lfmleW3HT873P93KK8fbGtQEYpTwSIECAAAECBAgQIECAAIENgdKNdeuN+UbI4YdKObYMVOt7psY0bkuc0L6lXUtNZ9qEHNLcz8Rq7TtD3a251to9UUdprvZy2Ttfq/OOcz35lQzSPP0R4FTDcwKNAi1vrsZQUzXLLzDhdfx3qkQlQ4AAAQIECBAgQIDALQJH733yfvnrW5I/MUh+bxRDja7jLfdbT9Uxej7iPNceS2uj1qf3XM8YewZxbvwCsHcWtCdQEOh5gxZCTHH4LXVMgSkJAgQIECBAgACB5QVKN9e+N5entmSW9gh+Le3SPrM8D3mPmP8RMY6YpO4jchgRo7eOtIatvlfnFOPv5bGVW+1YjFtrk57bGz+NZwMwlfOcwAQC+Rs4fcNOkJ4UCBAgQIAAAQIECHxGIP9uPnPh4b7h6XyfHn/0/NRMQ61H79WO9htRXz5HM9ZRyynPf8vkTt98rJb8RuTcMk6emw3ALXnHCDwksPUmDsfyN+7d6W3ldXcOxiNAgAABAgQIECAwi8DT389LDr15jfqePypOqGuG+5/UN5iW6ovHa+55/1rbdNxZnuf5h7xG1rAVP4wRbcPznn9G5tYzbmx7x/gtNlt52ACMs+SRQKNAy5utMdSPZlfF/TGIFwQIECBAgAABAgQINAmUvp9v3Vg3BXxRo5JNrcQ3uwWPWn21czWzWc6tkv8qeZ6Z15b3XsnBXwJyRl5fAv8tUHqDtQLtvYn3zreOM7Ld2ZpH5iIWAQIECBAgQIAAAQLtAuH+ouceI7aPj+0j/dWydO9QOt6TW28uR9qX8jwS684+uWP++s5camON8B0Ro5bjDOf25i8Y1Bz8AnCGWZTDpwX23sQRJ7SrvZlju9GPrfmNHlc8AgQIECBAgAABAk8I1L7/PvF9fJRBra5RY+RxVvbaquUJwzyP0a9nmaOQxxHfWfIfPS95vD2bFgcbgLmq1wRuFNh7E9+YyjJDpWYtF7llCpMoAQIECBAgQIDA4wLpd83HkzmZwFO19H5HD+2fyrWXONaW5xuP98Yb2X4lx1Ld0TH33Wof226de9OxkRY2AN+0MtSylEDtjVy6eIc+M1zo7s6hZDWLx1ILT7IECBAgQIAAgRcLnPl+WPrOGblGfQdOxxkVM+YYHtP46fGrn4+u5cxcrlbr1fmG+E+tiyO1jV5LR3J4uk/rfPVY+X8APj2rxv+kQO3NHN/A8TEHqvXN2559fedYW7mG8Z/OYSsvxwgQIECAAAECBJ4XKH1fPpLZ3nfOUWPl4+Svj+Se9hkdL42dPw8m6b/5+Z7Xo3x7xtR27N/my3OcQOv7uPd94xeA4+ZIJAKnBVrfwOGC0Nr2dFIPBGi94D2QmiEJECBAgAABAgReJrD33XOV7917dZydticc3n7fc3ZOWvtfvTZa89CuLtA6T0ffi34BWPd3lsBwgdKbeutNvHUsJhTilGLFNmceS7FrOZ0ZL/YtjRvPeyRAgAABAgQIECAwSmDvu+fI7757Y52p6arYof7475n8WvqOtG4Z7yttSmuD91wroDRPeZZn5s0GYK7pNYELBVrf1GkKe2/wIzHT+DM9X7mWkHv8dyZTuRAgQIAAAQIECGwL7H333Psevh11/aOh7vjvDNXszdMMOc6Sw1fX7Cz+R/NoWeMj3pM2AI/OkH4EBgrsXaj3zo/eeCpdgPbyGEiyVKjcK3+9VDGSJUCAAAECBAh8XGDEjXYr4Szfr2PNT+fz9Pit87Z6O85rzeCo+bIBuNa8y3ZhgdKmUOubuaVdaYwethExesY707bF5Ez8lr4lr9LxlpjaECBAgAABAgQIHBdo+R7W0uZ4Br/2vHq83u/FoX36768Zz3Xkar+5qj2Xzd5a2Dt/bnS9RwrE9+iomP4SkFGS4hCoCIz6wAoXgL1Y8fyRC3vsu1XKkXhbccKxrXHixS09F8dMj8WY8Vx8PeNjyHuFPGe0kxMBAgQIECBAoEUgfNfa+q5Y61trv/J3t5VzT+fryJym/T0nsJpAvuavei/bAFxtZch3OYHRXzDixaAWNyDF87H9Hlxsv9WuNcZW3/xYaZxwPIyTj1Vqn8ed9XWsa9b85EWAAAECBAgQeKPA1newve+V+ffQq13uHu/qeq6OvzWnV48pPoG7BO64HtgAvGs2jfM5gau/YMQLxN44e+f3JiaOs9fuq+eDz55xOM/xqytE3QQIECBAgMDVAqXvY3vf0dK8fFdLNZ5/XprT5zNbI4OSn3W+xvxdlaUNwKtkxf2UQL7Bs/dlY+SFt3RxHzEBI/MM+ey5tOY8Oq/WcUvt0nxG1Vgay3ECBAgQIECAAIGxAul3uRGRQzzfCUdI/hojuI6er19HeccRTu+Yx5FV/P7Hn/+MDCgWgbsE8g/Vuy5w+bi99V6V59m88jpG57mX39Z4pT5bbfP8n3y9at5PmhmbAAECBAgQIHBWoPQdrBb3qu+Ve7lcNW6t1hXPlRz5rTibcn5awN8C/PQMGP+QwNYHwdaxQ8Ev7HTlB1WIPSr+qDgtlL1535lbS/49bVZYoz31aEuAAAECBAgQmEmg93tib/ueWq+M3ZOHtgQIEIgCNgCjhEcCjQJHP8yP9mtM6+9mYZz4798HO57clWdIqTbWyptlb62rYxlpSoAAAQIECBB4RKD2PSwmFNq0tIvtPT4nUJqnle8VntM08tcF/D8Av74C1H9IIH4QtXzwxLaHBjrZ6cmxz6Recl2pnpBrqY4zNvoSIECAAAECBAjUBWb/zjh7fnXdec6G79os55kPmcwv4BeA88+RDBsFnrj418YM52rnG8vSbGGB0vzbGFx4UqVOgAABAgQIECBwq0DpO/WtSRiMwAsE/CUgL5jEr5VQ2jzxwTD3Stiat3zOttrEqvK28fgKj1t1rVzPCuZyJECAAAECBAjMIJB/D/QdsDwrqdWWU3o+jbLVNj3vOQECfwn4I8BWAgECjwmUPsQfS+jGgUPtvqzcCG4oAgQIECBAgMADAr7vtaHn9wXxNb82P60ItAj4I8AtStpML+CDYfopOpXg6vO7ev6nJk9nAgQIECBAgAABAgcF4kZg6F76Tp22OTiMbgQ+IWAD8BPT/J4iXdzfM5etlZQ+6Fv7z9zOep55duRGgAABAgQIECAwg4DvzDPMghzeIGAD8A2zqAYCCwj0buSF9r19ZmZ4Uy0zO8uNAAECBAgQIEBgPYG978phEzD8u9duvcplTOA+ARuA91kb6SIBHwIXwV4QNsxVy3y1tLkgPSEJECBAgAABAgQIEHhIoOUeoPRrwNLxh0oxLIEpBfwlIFNOi6QIvFug5cP93QKqI0CAAAECBAgQIEAgFwj3CTbzchWvCYwR8AvAMY6iECBAgAABAgQIECBAgAABAicFwiagHwycRNSdwIaADcANFIcIECBAgAABAgQIECBAgACB5wR6NwH9cvC5uTLyGgI2ANeYJ1kSIECAAAECBAgQIECAAIFPCfg14KemW7EXC9gAvBhYeAIECBAgQIAAAQIECBAgQOC4QO+vAY+PpCeB9wr4S0DeO7cqI0CAAAECBAg8LpD+kSw3cI9PhwQIECCwrED8DEk/V5YtRuIEHhDwC8AH0A1JgAABAgQIEPiCQH6Tlr/+goEaCRAgQGCsQNwIHBtVNALvF7AB+P45ViEBAgQIECBAYBoBm4DTTIVECBAgsKxA2ATMNwLz18sWJ3ECFwn4I8AXwQpLgAABAgQIEPiyQG2jL5xzo/bl1aF2AgQIjBHwWTLGUZRvCPgF4DfmWZUECEwqULtBnjRlaREgQKAqEK5rrm1VIicJECBAgAABArcL2AC8ndyABAh8VcB/ofzqzKubwHcEbPx9Z65VSoAAAQIECKwlYANwrfmSLQECBAgQIEBgSgGbf1NOi6QIECBAgAABAv8R8P8AtBAIECBAgAABAgQOC9j4O0ynIwECBAgQIEDgNgG/ALyN2kAECBAgQIAAgXcJHN38879EeNc6UA0BAgQIECAwv4ANwPnnSIYECLxc4OgN9MtZlEeAwOQCR65dYePP5t/kEys9AgQIECBA4JUCNgBfOa2KIkCAAAECBAhcJ3B08++6jEQmQIAAAQIECBCoCdgArOk4R4AAgcECfvkyGFQ4AgRuF7D5dzu5AQkQIECAAAECpwX8JSCnCQUgQIAAAQIECHxDoHfzz3/0+Ma6UCUBAgQIECAwv4BfAM4/RzL8b4Hemw5wBFYSsL5Xmi25EvimQM91yv/r75trRNUECBAgQIDAvAI2AOedG5k1CPhlQQOSJtMJWLfTTYmECBDYEejd/NsJ5zQBAgQIECBAgMDNAjYAbwY3HAECBAgQIEBgJQGbfyvNllwJECBAgAABAtsCNgC3XRydTKDn5mOy1KVDoFnAOm+m0pAAgZsEeq5Lft1806QYhgABAgQIECBwQMAG4AE0XQgQIECAAAECbxew+ff2GVYfAQIECBAg8CUBG4Bfmu2X1eqXBi+b0I+VU1q/PTfcHyNTLgECNwr0XItK17Mb0zUUAQIECBAgQIDAjoANwB0gpwkQIHCVgJvmq2TFJUDgjIDNvzN6+hIgQIAAAQIE5hT495xpyYoAAQLfFQg33zYHvzv/KifwpIDNvyf1jU2AAIF+gZ7rdkt030FblLQhsKaADcA1503WBAi8RCB8yRr9xe0lNMogQOBmgZ5rkRvEmyfHcAQIvF6g5xp8JUYtD9f+K+XFJnC9gA3A642NQIAAgW6B8OXLl6xuNh0IEDgoULvhy0O6NuUiXhMgQKBNoOda2xbx3lYxf58D97objcAoARuAoyTFIUCAwEGB8CUqfqE6GEI3AgQIHBZw/TlMpyMBAgR+EfjCNTXUaBPwl6l3gMD0AjYAp58iCRIg8FUBX66+OvPqJnCfQO+Nqhu+++bGSAS+JlC7Hs167anl/Pb5i7XPOjdv99+qL85JOGdetoQc+/2PP//BQGB2gfRiFnN1UYsSHt8iYJ2/ZSbVQWANga1rTi1zn7s1HecIEDgqsNK1qDfXoya9/UZcn8/WNiKH3rq1/0dga/7MyT8+nv0l4BeAVgIBAgQmFggf5j68J54gqRFYVGDrRmHRUqRNgMDCAkeuRXd/NzqS45kpeep7X23cFoO75+WMsb4EvipgA/CrM69uAgSmEwhfvLa+YPlCNd1USYjA0gJb15m9gmo3hnt9nSdAgEAucOQ6lMa4+rvR2fzSXLeer3ZNjfle7bJl5di+gHnZN9LiLwEbgFYCAQIEFhC4+ovuAgRSJEDgIYF44/fQ8IYlQOBlAjNuVlyR0xuvnbGmK7xetsyVQ2BKARuAU06LpAgQ+KpA+GLlS9VXZ1/dBK4X6L2+xJu96zNrG6E3/zTqbLWkuR19nnq8sb6jLk/0Mxdt6qlTqUe6lmvtw7m0bSne1vFa3K32e8eO5rEXd9bzod7RhrPWOntepXn42pqcfZ5myc8G4CwzIQ8CiwqUPnRCOT54jk1q6UtVsGZ6zHT1Xun7zBpYfTafyz9dRy1ZPL3WevPdqynGe7quvTxbz8d6Yvv89VvqjPXN/Jjbh9f8f52x3ClvsWUWj+31zWOVXo+KE/MqjeM4AQIEZhRYfgMwv4i7GM+4zOT0RoH8vbdVY2jjPbkls38suLUY70fSYlWB0vx7X606o2vl/dS1u7TuR+p95T0ULZ+ay5FzJtb6AnE9lirZW6el70Wt7+e98Ut5pcf3ckzbek7gDoHSurZW79Bfc4ylNwC3Fnzrh8Ca0yVrAs8LbL3vns/qOxm4xr1/rp98j+Vj+wL5nvWWz22tsifmvSe/Wu6rnUvrvso9jHFV7Oh9pI60T4hzdY4x19GPeR2j478hXs3oqnmvjdljelV+PTloS4AAgVECS28AjkIQh0BNIP0C8fUvAalFzcy5MQJhvW2Zh2NfX4tjhOeKsjXXd2VYGttau2sG5hnn7mtLae3NI3JdJnntve+30mfEdRn/GjmvIbRoqeNovzyDrTihzd3rOM/L6zaB3nkqrfl8zZXWxV5Wvfnsxds7n+d59/h7+Tk/t0C+fmK21lGU8LglYANwS8UxAv8tkF9Yw2sXVcuDAIGRAvl1ZmTsllhPj9+SozbnBGac4zM59X4OnxnrnHy596icosVevHg+ti9ntn8mxtpveW2LWh7h3Ihar61gnei5dY9t3jdW3RMj9hn9+GQOWy4rrdut/EfPj3hlAf5lG2fqAktvAIaLtsVfn2BnCdwl4P14jXTJdaUvidfIrB/V59f6c/i2Cu64GT6y7u/IK85lLb8784j5tD7muZXqCMfztq1jlGK29h/VrjWPM7WOynXVOHvGZ22PrsHgGfru5bfnfmb8vdhfOH/W/wtGT9VobT8lv864S28Auviss9Bk+g6B/EuXD5l75jV3v2dUo1wlMNNn10y5XOX99bizzHFvHnd/vrTkF9rcndcM67fFJs3zqNFev948Qk53zFnIO89tr5bUa5bneQ17ebXY9sbcGzOez81X9I61rPZYm1PzcM9s1uYgPWc+7pmP1UZZdgMwXdyrocuXwMoCPkxWnj25PyVw5DMrvNeO9Gut8crYrTloN4/Aldf21rV2ZQ416db8QozQ9qk8azXk52rXj54aemzOutTy6skjt7jj9dna78ixNMYZ29qclcYbZXUmTlrzmTilGluOh3HTPFr6PN2mlu9Tjk+b3D1+bQ7yXEJb85KreL3sBmBp6izykozjBAgQIHC3QM8XtZhb/Bwr9Y3nY/sjj6XYR2Lps77AiDVVUmhZa0+O35JfqbbRx0c7hHhH6+vpdyTv1txa84g5bLUPx+L50XO2crwtqyP1zObbW9dWe+vl15Ww5RRb8YoS1z7uzUHt/LWZib6SwHIbgLWFPfrik441OvZKi0SuBFoE0vdLS3ttzgsEc9em845XRDjyfrhrLo/kdoWRmNcLtMz1letub/wrxw66pfHjuKXzV8/MneOGWnvHa20fHUd6hbF7cs5z6Ok7Mu+VYrXOb17TCrZHa8tr3YqTr7W8z1tfb1mktX7VJTWY4fnePM2QoxzmEFhqA7C2sEdffPKxwuvRY8yxBGSxmkC+NmdelzPnttq8B8t87ler4e35Hpmf0nukFKvUfoStNTZCca0YV62n0vpNda4aOx2j9ryWY5rbVrtwLG1TG2elc1u1buU/qvYQZ2vMrWNX5rEV+4ljad2jjNM60vjp8dLzrRxKc1aK8abjW35bRm+vOa3v7fWntT79fGv9PZ1Tz/hH87fGepTb2i61AdhW0nWtwsK1CK/zXSXyk+tg6+L5ZD5xzrbyiuc8Eni7wJH1/8RnSS3PkE/t/Nvn8I31PTWfLeNevf5rOeyNnZ8f/d4o5ZaPe+eaLOWU5/Bkjmkus+SR5nT2eT4H4fWoOvPYe7mOGndvnNHn9+oMde216c2pJd6bPXu9tP+eQMt7pKYS+6/6PqrV9tS5ZTYA4+RvQaULIm+Xntvq6xiBVQTytT1L3qW8vPdmmSF5XCFQWvd7Y7W8L0qxW/qWxi/FDO3PxC2N5/j8AlfMe22dRZEwbt5uZC557Dhu+lhqMzKPdLz4vDRuPP/EY2tOV9u01D5DDjHPmtuoPMMYZ2PV8oy1hMez46SxZnwe64uPMcdWn9j+yGM+Rp7DkZhX9clzLY0zcw2lnFc73joXtbqenKcR+ae1hXhP1pPmsvrzZTYAt6DzRbC10I4ulhB7K95WHo49I3B0bnuynWEdtKzDOyy23Fpy2+rnGIGVBXrXff5ZdXftLfmW2jyd+91WXxnvinktraFoGsfcaheOxfOxfe/jVtw8xtkx8nirv17F7Ol5a3FK18KI9RzjHY3VmvPTtrHOs4+t9ebj5PUfjZPHrb2+Y4za+Pm5nnxyrzzWV19vGfZYbfU/atkz7tExav1G1lIbx7njAktsAH59IY2q/+kLwvFl+td/mRzlcCaPu/uuWvPKa+3uOTbeewWOvA9K7/kjsYJsKV5UPxo39ve4nsAVc966zmrtwrkjudViprMTY5fax/Npn/g8nEv71drGPvlj2j8/dyReHqP3dS2fGOvqvGbIIda69diS31a/I8fyNXYkRuzTmvfV8xvzWelxy6TVc6U6Q669dW3ZrFbzFfmWHEvHr8ghxHx6fu6u9yrHL8SdfgOwtJjyRV5qt/okjqwrxMrd3uDzRE13WI6c+yvmefb8rqh5xph3rMUZ6545pyeuSVsetfdoS44tbbbGdex5gdLcXzGnpbGiQs+Ye7FizN7HvRz2zofxWtqU8rqqrtJ4Z4+fqbV17BaTO/Io5duSX6nv6OMhl1aLlrxbY42u46p4ezWfrXer/96YZ2qNsbfGPRM39o3x4+uWx6tyaRlbm7LALPPSs6Zac+6JWRZyZktg+g3AraQdI/B2gdkverX8Wi/sb5/DK+oLtjX7K8YU81eB0jycXfulue2NW4oTK+mNF/t5XENgb/5HVrE3Vlxre+1G5pTGiuPHY0/k8cSYsd7ex9yrt39r+z2Tu/Io5buXX6nf2eOh7tLY4XjNpdQvzanWP23n+b5Aq2XLvJRG25vzvN+ZsfJY6evWWtM+o5731PRknqPqbY0zS63mp3XG5mo39QZgaVHli77Ubi5q2ZwVCPO+NdfhWL4mzo6V9r9z3K360lzC81I+eburXtdyvHIerqpHXAJHBPL34dm1X3pf9cYtxYk19saL/TyuL3Dn3Kdj7a3Jq2TTHMIYpTzydlflM3vcuxxK8zC7z1Z+0WxkTSFmKV44HseM+ZTaxvPxMe8Xj6/+uFf/03Xn4+/le3Q+RsbNcz6a05l+R+pJ+9xZQxgrHftM3S1976ytlk9rzbPkW6vla+em3gDcmowjiygs0CP9tsZf+dibDZ6a41HjtlxE9+ZvVC5H1/hefkfj6kdgVoGZ1vyIa8iszvJqF2hZB+3R6i1bxmppUx+l/+xq78v+Csf3uMvsifUwSusuo5BvGKvFqqVNjDfKQZxzAvk6ap3Dc6O29c5za+s1ttUojxDnznrSsc7UMCrO2Fn5NVpLjWktv0Zw5EmB5TYAU6yWxZe2X/F5ePPkdX75DbXlcce81saN83NkXmLfvRry2LV89mKdOd+a75kxSn3TsXOPUh/HCawgkK7tNN/WdV7qfyRW2me15y0OoaZW17fWf3Vd0XdvPmK7mM9e+9hu6zGPlbcpxd7rl8fpeV0asyfGiLZ7eVxpkOa/l0fa9unnwSTN9y6jlrrTvPbaz5R3mmuoYURuPRbp+Ks8H2G0V+sdY+zlEM+/ZT6vNL0ydpyHvce9eZohx70avn5+2g3A2uKqnStNaOiz6oJcNe/SXJw9HjyOrIGrx405tcxXbNuSU0u8GOfKdV7LuSfHmGvPYz72lXX25KUtgScF8vdFKZer35+lcUccb62xZ6y3XT+uMOrxTNvGtbaXU2y31Tc9dufzNOet/K7MpXfstH3Iq5Rv3i6vodQvb3f29V4eZ+Nf0f8um1LuYfwzbk/nX6orHg+1ncmxxeZM/JjnU4+9uYf2LSZ5PXmf3nHzeEdf53kcjfOWfjN6tOQ0av20jPWWuX6ijmk3ALcwjl7cYqywmEYtzBjT47cEWtbgqIvWTGu1VtNMeX5rNar2DQKl99be+6rULzXZixHbtsSKbe96nDGnu2rvGecpp9q4tXOta7LH4GjbmMtWvuFYPH8k/lbMECfGLJ0PbWrnwvmtf47kG3PZijfyWG89d+U1ssarYgWL1f1qNcTaeuc89rvKfdW40fGMT9o3xrvaIx2zNFYtl1L/cLzWrzSW438JlFxLPqOsS+OOil/K/0vH/7VSsaUFkdYQFocFkop853nL+hihcfX6al3DpTxGO9TilXIY4SwGga8K7L2vau/JaLYXI7ZriRXb3vU4Y0531d4zzmxOYc3Vcmpdkz0GZ9vW8j0b++n+M9Q2Qw5Pz8Nd44f314zvsVD/Xl5fXid7NkfWz6i1EOYl/nskj5Y+tbmPdewZ7Z1vySNtE2uOj+m5O56XTEbXWarlSN2jcivVXsrV8WMCS/0CcK/ElsUXF1ZL273xnH9OIMxfnMsnsojrZ3QOMe7ZmkJeZ2Pt1XY2/tka9SewusDee2yrvr0+o96Xo+Js1fD0sdVr21sDT/nW8prRvJbvGcNS3NQgPC+1OzN2a980l9Y+d7S7Mq/Ue+Q4adw7jPIxRtaSxx75OuRZs4rnavXENiPzenOsaDnCLY0R4561S2PmsXrHCO1r8fL4W69L/cPx3ny24s9+rFR/Le9RLntjjxqnVsuXzr1iA3BrUYRjtcX0lTfzlxbzE7XGtVdbay15xTgtbdM2tXUec+qNHful4+TPe2Pm/b0mQKBfYO+92fu+LMXrjdNfybU9Vs+/plOas9gn1r7XLra/4zHmdMdYo8Y4mnOPexyjp0+pvhgrnh8RM8a66zGv4cpxg8+d411Ry4r5h5z31ube+Sss3x5za62ccU77bsU+63lFzFpOaT21dnecK+VytUlp3FrNo3LaG3vUOLVavnZu6Q3AvQURztcWVTy3F+dri0K9/QJxDcU11RIh9mlpW2vTus5rMXrOjcq7Z0xtCXxFYOv9tXdd2eqzslftmva2WnvmacV1sOJ8Hc25Nj+1mPFcrf/WOon9ts7Vjh3tV4t55txs+ZypJfa9uqar48c6rngMufeu9SN5rGx0pN7ePrnP0TlJ++Uxazml/dJ2PTHSfkefl/I4Gm+1fkfrHzVPe+OPGme1ebk632U3AFsXRGi3t7jS861xr54Y8dcUeGr9tKzzEaJP1TcidzEIzCSQfu6U8mppc/Q9WYp9NF6phqPH77qmHc3v7n6l+Yp5zDJvMZ/wOGNOaX5bz4/mXJuf1pit7bbybj12xxituYR2s+XTk3toW5v33lgrtQ/zltbeO4+xfRrjaP15LkfjfL1fnJPgcHReYr801p2u+VrYyyPme2eOtbFK+ezVUYtZO1car9YnnBuRT8vYI8bZq+Wr55fbADyyGEKfloUWFkFru68uGHXPK9Czzo9UceS9d2QcfQh8VSC+x1o/h2L7t3rl17S311uax9p6uNuklkua/915pWOnz6/Ody/+LA6pySzPr7QJsWtzc+XYs/henccIw7152qthRA57Y3zxfOpaex+VbGKfNE7aNp5Pj4XnpfZ5u9rr1hilHGqx33TuSP2ttjWn1nFHjFXL4+vnltoAPLMYQt/WRff1RaH+dQWuWOdn3nfrSsqcwDMCrZ9TZ96XrWM8I/Bz1DN1/oy05qvaXN1tU8sl1b07r3Ts+Lw119D+SL4t8Y/Ejflf8fhEPmHM3OquPK4eJ68rztnocXPD0fFj3k89xnpKnlt5xT5b5xwbK5Ba98xRyCK2T2OMze5YtJjXsd739hpt91TtPeOOrvneGVtjtKU2AM+SxgXVswjPjqk/gbsFRqzzGOPu3I1H4MsCLZ9NZ9+btTHOxv7y3F1R+0xzVcslrf3JNdSaY8z3D4Ys0QAAQABJREFUaK4t4xyNHXN70yOL87P5BcOjNba8H8/PgAhBIJ2jHvfYNu2fi9bO5W3PvI65bMWIOdTabPVb4diImkoxolvuUGqft4uvS3HieY/jBKbdAAyLIF04IxdFjJXGH0d6TaQnco1O11R0TdTgtGLeV2i8xeGJtX/FfIyIyWKE4pox3vJ+XlP//qxr7/U710Itj/tVfh3xTH6hb69ly3i9MX+t6vyRkEOa6ww5na9qngipbZoV51TjuedvmIcj16c7xVPj0vshz6e1Xd5vxOu9sdN6Row3U4y92s/mejb+m+3P2l7Vf9oNwFDw1Qsijd+yeNP2V03IVtyW3Lb6nT0Wxn2q5rO56/9uAevy3fOrup8Cd6z3O8b4WZVXJYHaZ/6d81TLYy/3K/M8kteIfFvGvbLuUg2l4zPlUsrRcQIE1hdIrzUt18m7K97LKc3/7tyuHG+v7jh2rL+1fex39jGOezZOmveomGdzmr3/1BuAd+JZMHdqG4sAgV6B9AMu7evalWq86/noubWG5l8fpTkKmY9eDyWNWg6lPvnxNMaIvNN4+Vh7r+P4tRi1c3vxw/k4Rktbbd4pYA28c17vqCqsnbPXoDvybBkjvg966wntY9+WcVrb7OWRj7nXvnXcJ9v11BDr7+lztrY45tk4oX+ed3g9Mv6IHGeMYQNwxlmRU5NAeIPnb/ymjhotJZDPswv7UtMn2YMC1vlBuIu7bX3mnJ2rrZh5GWfHCPHScfJ46bl87Px16NvTvqdtPtaZ13mNZ2KV+t4xRmlsxwl8XeCpa8td7ml9q11rYr5pDXtusW3su9e+dj7GqrXpGSfG6+lTG/uKczHHltgtdaRtemKXxk/jldr0HB+RU894b2prA3CB2QxvmCcW+eg36gLUUpxU4OtrsfT+/7rLpMv1VFpXzWlpDZ1KdkDnWfPqKS3UcHTeWuo/Ejv0qcWunavVfiSXWrwrzpVy3DPpzaU0Tm8c7d8hcOY68A4BVVwpsOr6itfJns+cs7W2jBXz6p2zs7n1jtfSvqXeGOdo3Vv9Wsbd6hdzOfPYMvaZ+G/vawNwkRm+6g20SPnSJPBZgdKHnGvC2ksizF86t1fOZzpOrnbluPlY+etaXnnbt71urX1rflr7XmH25Ni1eracttrHdmfriHG2xnCMAIHnBLw3n7OvjRzn5ey1tzZGONcSP+aSx2rpm/d5+nVrzqWaz+R/RcyWfGo1P5VTS94ztbEBONNsyIUAAQIEPiPgi8pnpvpHobUvrz8a/vmip23e9+2vz7x/0r69xmnftxurjwCBewTCdaX3WnRPZmNHubLOPb83Xbv3ao2z9qaaQ021ut9Wa5zDKx5tAF6hKiYBAgQuFPAhdyHuh0JbR2Mmm+OvjtGk9mX91177R2Lc/ZbtLa6I2T66lm8RsI7uncnR15Z7szfaSIGWtbD3/myJEXLeizOyrhCrNa983LvzzMe/4nXN4o31XmEYY9oAjBIeCRAgMJlA7cNuslSls5jADF+WQg6rr/EZHGdeenxmnh25HRXIr13W+VFJ/VoFvrTGWmtt/f7QGm9vLkbF2Rvn7PlV8mytc2+e31Zvq8uZdjYAz+jpO6VAuFC4GEw5NZLqECh94FnbHYiaTi9gPU8/Rd0JmtNuMh0WFLDO55s0czLfnLRm1DN3pe/HW2P1xN3qH46NiFGKPfr4yFyfvp9umeeR9Y6ei5nj2QCceXbkRoAAAQIECLxKIHxhbfliWyval96ajnMECBAgsJJA+pm49fmWnm+paytGrd/W53JvjFr8q89dlWvqftUYqU06Xnp86/kd+WyN+4ZjNgDfMItqIEDgEwI+7D4xzYr8gID38gcmWYkECBAYIPC1z4ueTaCc94zVmb55Hkdeh/F7ah+Zb8vYW7mdyWErXqvbmXFbx3hzOxuAb57dD9TWcsH6AIMSXyZw5kPxZRTKIUCAAAECBAgQeInAFfdub9kQWq2OJ+5XVjOa8W37rxmTkhOBswJPXJDO5qw/gSBQWrs+8KwPAgQIECBA4OsCpe9JX3dZqf5R32lDnFGxVvK7ItfZHc31uFn3C8BxliIRIECAAAECBAgQIECAwI0Cs29e3EixzFBhzo5u5prva6Y5uh6dlyuyijldEfurMW0AfnXmX1R36QMkXLxcNF400R8opfSBax1/YPKVSIAAAQIECHxWoHQ/82aQ/Ptt6XtwMMjbvtnl6dpy69q8XJFrPv4VY3w5pg3AL8++2gkQmF7Ah+D0UyRBAgQIECBAgACBkwK+854EvKh7Pi+jNgTzuBelL2wmYAMwA/HyXQLhAuXi8q45fWs1oz5M3+qjLgIECBAgQIAAAQIEnhVwb/2s/9nR/SUgZwX1n0KgdiGysTLFFEnigEBtXR8IpwsBAgQIECBAgAABAgQIfFTALwA/OvFvLDtsltjse+PMvr8m6/b9c6xCAgQIECBAYC2Bo9/Pjv4H3Pxe5mictZRlS4DAnQI2AO/UNtZjAuED3IfoY/wGPiBgvR5A04UAAQIECBD4pEC+WXf2e1Qerwe1p2+eZ/66Z1xtCRAgsCfgjwDvCTm/lEDtQ7Pnw3ipoiW7tIB1ufT0SZ4AAQIECBC4SaD0nWnr+Naxm9LsGmaVPLuK0pgAgWkFHv8FYMtFr7apM62sxB4TCOultK7CcevpsakxcKOANdoIpRkBAgQIECBAgAABAgQINAk8ugFY2qTJM29tF/q5cc71vM4FbALmIl4TIECAAAECBAgQmFOg515wVAW1HxSMGkMcAgQI3C3w6AbgFcU+8QHRU4cNyh6t4233PrRtAh631ZMAAQIECBAgQIDAlQJn7+lG3HP1xjiSc+8YV5qLTYDA+wVetwE4+5TZeLpvhmwC3mdtpGMCR74oHhtJLwIECBAgQIDAnAIjvw89uaH25NhzzqysCBCYTeDRDcC9DZrZsOSznsDeGrMhu96cvj1jXx7fPsPqI0CAAAEC3xYYueEXJX1/ihIeCRAgUBZ4dAMwpFW7WF/x4VCmcOatAnubgG+tW11zC7i+zT0/siNAgAABAgTGCFz5nad2Lzkme1EIECDwHoHHNwBrlD0X9Cs/WGo59p7rqak3tvZlAZuAZRtn5hFwfZhnLt6eSfjMtN7ePsvqI0CAwDMCq9yXPaNjVAIECDwnMPUGYA+LG5kerW+2tQn4zXlXNQEC2wI2AbddHCVAgACBYwKjN/7S+7ut2On5YxnrRYAAgW8JvGYD8FvTploCBFYW2PoSu3I9cp9boPYfP+JaLN1ExfOhwlKbuauXHQECBAhcLZB+Vhwdy2fMUTn9CBAg0C5gA7DdSssXCOQ3wr5svGBSlUCAwK5Afu3LO7TcvIU2rpm5nNcECBD4pkDL50ZNxudJTcc5AgQIXCNgA/AaV1EnFvCFY+LJ+UBqpS/M1uUHJv/hEsMaK62/h1MzPAECBAhMLnD28+PM95yzY09OKz0CBAjcJmAD8DZqAxEgQGBb4MyX4u2IjhLYFrAJuO3iKAECBAhsC5zZfLvy+82VsbclHCVAgMD6AjYA159DFRAgQIAAgWaBeNPUe1MX+zUPpCEBAgQILCvQ+xmRFurzItXwnAABAvMI2ACcZy5kQoDAywXOfJl+OY3yHhAIN2gta9KN3AOTY0gCBAg8KNDy2bCVns+LLRXHCBAgMI+ADcB55kImBAi8WODol+kXkyhtAgE3axNMghQIECAwkUDv95WrP0d685mIUioECBCYTsAG4HRTIiECBN4mUPvyevUX57dZqocAAQIECBC4RqD2fSWOOMP3lhlyiB4eCRAgsJKADcCVZkuuBAi8SsAX2FdNp2IIECBAgMCSAqts/C2JK2kCBAhMJGADcKLJkMo3BNIvWW/bAEpry2fzbbXm9ZVel0y+6lFycpwAAQIECBC4V6D0HSXPwneWXMRrAgQIrCnwrzXTljWBNQXyL1r56zWr+u0/f5HAXi1751etvZR3qPdrNZcsHCdAgAABAgTmEmj9jmLzb655kw0BAgTOCPgF4Bk9fQkQ+OwmV+sX560l4sv0lsr1x9I5MwfXexuBAAECBOYUSD8PSxnO8DnZkmcpf8cJECBA4FcBvwD81cQRAgQIVAV8Ia3yTHkyn7P89ZRJS4oAAQIECDwgMMPmX6nsmXMr5ew4AQIEZhHwC8BZZkIerxew4fD6KW4q0BfXJqahjbz3hnIKRoAAAQIvFfAd5aUTqywCBAj8t4BfAFoKBG4QePMGxNaXxa1jNzBPPUQw4TL1FEmOwBCBcL2P/w4JKAgBAgQGCpS+k/qOMhBZKAIECEwq4BeAk06MtN4jUPqiFSp8y5etvI5azW+Y2VBvS425yxtqVwMBAmWB/LoQXrsOlL2cIUCAQEkgv56W2jlOgAABAu0CNgDbrbQkMFTgazeFb6v3bfUMXdyTBQtztXUjEY+Zy8kmTDoECBAgcKvAKp+Dq+R56+QZjAABAh0C/ghwB5amBEYJvPkLTNxUGWUlDoGrBazZq4XniB/mOf47R0ayIECAAAECBAgQIHCfgA3A+6yNROCzAm/e8PzspCqcwEIC+SZv/npEKVfEHJGXGAQIECBAgAABAgSCgA1A64AAgWECboCHUQpEgAABAgQIEPikgO+Tn5x2RRMgcIOADcAbkA1B4MsCfv335dmfp/baOqydm6cCmawoYG2tOGtyJkBgRgHX0xlnRU4ECKwm4C8BWW3G5EtgUgH/tXbSiZHW3wJuHv6m8GSwgOvfYFDhCBAgQIAAAQIEhgvYABxOKiCBOQTyG9InNj+eGHMOfVkQIDCLQH4tHJnXlbFH5ikWAQIECBAgQIAAAX8E2Bog8EKBrZvSrWOjSr8y9qgcxSFAgMBIgb3rnv8AMlJbLAIErhTYu55dObbYBAgQIHCfgF8A3mdtJAKPC4QveKNvSktfGu8aJ0cdPW4e32sCBNYXOHOdKF3zUpUz8dM4nhMgQOBrAi3X2K+ZqJcAAQKjBPwCcJSkOAQmEbjzi9NdY/WME9qm/04yLdIgQOAhgXwzLn/dmla8ruy1Pxp/L67zBAgQGCFQukb1fNcakYcYBAgQIHC/gF8A3m9uRAKXCbR8eQttSl/+RiV2dfyePFOTmfLqqUFbAlsC6drOz1vrP0WOetSMf47w16uj42zFcowAAQIE/hJwbbUSCBAgMEbALwDHOIpCoEug96ayJXhPzJ62pbFHxCjFvur4ijlfZSHuegJh/ab/1iqw1ms6bed6DMPNqRvUNletCBB4XqB0veq57j1fhQwIECBAoFfABmCvmPYEJhQ48oXtSJ+W0ktfKlv6ltpcEbM0luMEZhS46v06Y62r5eT6tNqMyZcAgZqAz5uajnMECBBYW+D3P/78Z+0SZE9gfoHSl6kRN46l2EElxm9p06NYihfH64nV2zYdOx0vPV6LmfaptXOOwJUC+Xotrcu8XW9Opbi9cb7Yfs+e7RdXhZoJvEugdp176hq3ldNTubxrtlVDgACB336zAWgVELhBYOvLTBz2zJeanrg9bWNupcetWGfqKI1z5vhWjiHebHmeqVHfNQVa1mapzZGKrfkjan/1yeeB5XFLPQkQmE8gv8alGT5xvSvl80QuqYXnBAgQeIuAPwL8lplUx9QCd39x2Rpv61hEK33hiufTx562ab+7n9fqvTsX4xFoFQjvr973WFjr1nurcF+7aBsf+3prTYAAgbkFap8dRz6P5q5WdgQIECDgF4DWAIEbBUo39rUvYFvpleKEtnuxan3TsfI4tX552zTOk8+3cp411yedjH2vwNa67Mmgtoa3Ytfa94ybtk3HuSJ+OpbnBAgQIHCtQHpN3xrpruv8Vh53jb1Vt2MECBB4m4BfAL5tRtXzeoGtL0c9Rbd+kQrjpP/2jKEtAQLXCLS+f68Z/a+o+TUof312bNeds4L6EyBAoE9g77Nl9HW+LzutCRAgQGCUgA3AUZLiEGgQKH3Bije8tRAtbUrx87it7fJ+W69HxtqKf/SYL6tH5fS7WuDIeyb0OdIv1LLSeyHPNX999dyIT4AAga8K7H3GhOvxldfkK2N/dU7VTYAAgVzABmAu4jWBiwVqX7BKX65avhTV4m6V1Nv+qhhbcc8cKxmeiakvgacEwvt0xHv1qfx7xm25zvXE05YAAQIE+gRaPm/u/J7Vkk9fhVoTIEDg2wL//nb5qicwp0DvjfDRL0ixX+94QS32nUnwSB0z5S+X9wv0rNEj77HQp2eM94urkAABAgR6BFo/R+JnzZHPqjyfGCs/7jUBAgQIjBWwATjWUzQCTQKtX672go340hXGyOPUvojlbfdyvOt8LeeYw6y5x/w8vlugZY0GgS+u01abd68Q1REgQGAOgfA51Hpdju1Gf3aNjjeHrCwIECDwrIANwGf9jf5hgfjFJn5x6qWI/Xv7tbS/MnbL+D1tWvxCPaFd2nalGns8tJ1TIF17pQy/uiZbbEpmjhMgQIDANQLxM6n1Gh3bxX6tWcV+re21I0CAAIHjAjYAj9vpSWCIQPyi1PoFKLYfMviCQVqd0tK2+qTHvm6aWnk+XiBda+Ojrx2RzdrzJ3sCBN4vEL8jtV6vY7vY7/1CKiRAgMA6AjYA15krmb5cIHxRil+atkr92hepmsWWz5ljYayv+Z7x0rdd4M513J7VHC3ZzDEPsiBAgECLQPye1Hrtbm23NXYca+ucYwQIECBwXMAG4HE7PQkMF/CF5y/SM18ah0+KgAQOCljHZTg2ZRtnCBAgMLNA/K7qOj7zLMmNAAEC2wI2ALddHCVA4CEBXygfgjfsUIHedRxvqIYmIRgBAgQIELhIIP3c6v3Mq6WUxq21c44AAQIE+gX+1d9FDwIECLxLwJfNd83n09WMvBF6upYrxi/5eB9eoS0mAQIErhcI1+8R1/ARMa6v1ggECBBYV8AvANedO5kT+LyAL4qfXwKvAPjSOi5t/r1iIhVBgACBjwvEz7Mj1/rY9+OEyidAgMClAjYAL+UVnACBXoHwBXDvi6Mvib2q2t8lsLd28zzuWsshr9pYad61dnn+o14/Meao3MUhQIAAgZ8Cruk/PbwiQIDALAI2AGeZCXkQIPC3gC+Of1N48mKBq9Z5iJtu6O0R5m33Ngv34pXO5+PEdnsOW/32+sTYHgkQIECAAAECBAgQ+EvA/wPQSiBAgAABAjcLzLKBtbW5dgXF6HFGx7uiZjEJECBAgAABAgQIzCRgA3Cm2ZALAQIECLxewObfP1M8i8U/GXlGgAABAgQIECBA4J0C/gjwO+dVVQQIECAwmcDTm12tv5obmWdtzK1xwrFan8mmVDoECBAgQIAAAQIElhHwC8BlpkqiBAgQILCqwNZm15W1HB3vaL+tWmobebVxaufiOC1tYluPBAgQIECAAAECBAj89ptfAFoFBAgQIEDgQoFVNqvO5Fnb7MtpW8ZpaZPH9ZoAAQIECBAgQIAAgbKAXwCWbZwhQIAAAQJdAvnGVf66K9jJxj1j97Q9k9Zd45zJUV8CBAgQIECAAAECbxT4/Y8//3ljYWoiQIAAAQIEfqv+P/WObsj1/OIvzsHRsWJ/jwQIECBAgAABAgQIHBewAXjcTk8CBAgQIPBZgZ5NQJt/n10mCidAgAABAgQIEJhEwAbgJBMhDQIECBAgsJrA3iagjb/VZlS+BAgQIECAAAECbxWwAfjWmVUXAQIECBAgQIAAAQIECBAgQIAAgT8F/CUglgEBAgQIECBAgAABAgQIECBAgACBFwvYAHzx5CqNAAECBAgQIECAAAECBAgQIECAgA1Aa4AAAQIECBAgQIAAAQIECBAgQIDAiwVsAL54cpVGgAABAgQIECBAgAABAgQIECBAwAagNUCAAAECBAgQIECAAAECBAgQIEDgxQI2AF88uUojQIAAAQIECBAgQIAAAQIECBAgYAPQGiBAgAABAgQIECBAgAABAgQIECDwYgEbgC+eXKURIECAAAECBAgQIECAAAECBAgQsAFoDRAgQIAAAQIECBAgQIAAAQIECBB4sYANwBdPrtIIECBAgAABAgQIECBAgAABAgQI2AC0BggQIECAAAECBAgQIECAAAECBAi8WMAG4IsnV2kECBAgQIAAAQIECBAgQIAAAQIEbABaAwQIECBAgAABAgQIECBAgAABAgReLGAD8MWTqzQCBAgQIECAAAECBAgQIECAAAECNgCtAQIECBAgQIAAAQIECBAgQIAAAQIvFrAB+OLJVRoBAgQIECBAgAABAgQIECBAgAABG4DWAAECBAgQIECAAAECBAgQIECAAIEXC9gAfPHkKo0AAQIECBAgQIAAAQIECBAgQICADUBrgAABAgQIECBAgAABAgQIECBAgMCLBWwAvnhylUaAAAECBAgQIECAAAECBAgQIEDABqA1QIAAAQIECBAgQIAAAQIECBAgQODFAjYAXzy5SiNAgAABAgQIECBAgAABAgQIECBgA9AaIECAAAECBAgQIECAAAECBAgQIPBiARuAL55cpREgQIAAAQIECBAgQIAAAQIECBCwAWgNECBAgAABAgQIECBAgAABAgQIEHixgA3AF0+u0ggQIECAAAECBAgQIECAAAECBAjYALQGCBAgQIAAAQIECBAgQIAAAQIECLxYwAbgiydXaQQIECBAgAABAgQIECBAgAABAgRsAFoDBAgQIECAAAECBAgQIECAAAECBF4sYAPwxZOrNAIECBAgQIAAAQIECBAgQIAAAQI2AK0BAgQIECBAgAABAgQIECBAgAABAi8WsAH44slVGgECBAgQIECAAAECBAgQIECAAAEbgNYAAQIECBAgQIAAAQIECBAgQIAAgRcL/PvFtSmNAAECBAgMF/j9939C/vHHP889I0CAAAECBAgQIECAwKwCNgBnnRl5XSaQ3rzXBnFjX9NxjsD3BLauHeGYa8X31oKKCRAgQIAAAQIECKwmYANwtRmT72GBrZv3WrCW9m78a4LOEXiPQMv14D3VqoQAAQIECBAgQIAAgbcJ+H8Avm1G1bMpcNXN+1VxN4twkACBRwS8zx9hNygBAgQIECBAgAABAgMF/AJwIKZQ8wm4cZ9vTmREYCWBvWuIXwGvNJtyJUCAAAECBAgQIPBdAb8A/O7cv77yvRv31wMokACBUwJ71xCbf6d4dSZAgAABAgQIECBA4EYBvwC8EdtQ9wns3biHTGo37y39YzVbbWuxYz+PBAjMK7D1vk6z9R5PNTwnQIAAAQIECBAgQGB2gd//+POf2ZOUH4EegZE37nuxanl5Z9V0nCMwr8De+957e965kxkBAgQIECBAgAABAtsC/gjwtoujLxXouXHf2wR4KZGyCHxaYO9933MN+TSk4gkQIECAAAECBAgQmErAHwGeajokc1agdvPuxv2srv4E3i3g+vHu+VUdAQIECBAgQIAAgS8L2AD88ux/pPYjG3+ljYA0VqlNYE3bfYRZmQSWFvB+Xnr6JE+AAAECBAgQIECAwI6ADcAdIKfXEajdwI+oIt/Uy1+PGEMMAgTuF6hdO7zP758PIxIgQIAAAQIECBAgMF7A/wNwvKmIDwiUbuCP3LyXYj1QliEJELhYoPZ+P3L9uDhd4QkQIECAAAECBAgQIHBIwAbgITadviZgI+BrM67erwt4z399BaifAAECBAgQIECAwLsEbAC+az4/WU3pFzxHbuBLsT4Jq2gCLxfwfn/5BCuPAAECBAgQIECAAIG/Bfw/AP+m8ITAtsCRjcTtSI5+USDdZLKW5lkB6bzkWZmnXMRrAgQIECBAgAABAgRWF/ALwNVn8OP5l27ij9zAl2J9nFj5JwTyNZW/PhFa1xMCtXk4cu04kYquBAgQIECAAAECBAgQuEXABuAtzAZZVcBmwKozN2/etc2nebN+T2Y1f+/398yzSggQIECAAAECBAgQ+CngjwD/9PBqIYHSjfyRm/hSrIU4pLqQQFhvR9bpyBJ71/zT+Y6ovVbzG+rbM6rVv9d37/wX/PYMnCdAgAABAgQIECAws4BfAM48O3IjQGBpgdqmSNiMuXJDpgR3dNwnci3VcOR4Lf/aPB0Za7Y+R+e8p46ab08cbQkQIECAAAECBAgQuEbALwCvcRX1IYGRN/IjYz3EYdgJBMI6qm2OhHN3rLVaDhMwXZpCrfY77C8trhC8VnOhi8MECBAgQIAAAQIECLxYwAbgiyf3zaWNvLkdGevN5mo7LvD0JuCqa3wr794Nu60YcSZ7Y8V+Mz7W6pwxXzkRIECAAAECBAgQIHCvgA3Ae72NRmCoQHrT/6bNjKFIkwR7YhMwXR+TMDSnUcp963hp7W+1jQmU+sTzqzzWaryzhrd43mlmLAIECBAgQIAAAQJ3CtgAvFPbWJcKjLwBHRnrqqLzG//09Qr5X+Uyc9w4L+lcXZFvT/yYU55HT4y8792vn861NH7JdpRPadxa/Ktzqo3tHAECBAgQIECAAAECzwnYAHzO3sgHBY7c9B4catluwciN/rzTF+bminXcE7O2PnrizKtczqxW+1avox6hX+9YW+NvHevN6ao8tnJzjAABAgQIECBAgACB+QRsAM43JzI6IODm9gCaLo8KhDWbbuKcWcNpnL2ijo5zpF+aV2//0D7tv1dXz/mr4vbkcKZta/695mdy0pcAAQIECBAgQIAAgbkFbADOPT+yywRab3yzbsWXo+MVB7rgxJUbJBekK+SGwIgNmtY13DpWa7yNcn4cyuOE1605xEB5+zxmbPelxz2D3OxLNmolQIAAAQIECBAgQKAsYAOwbOPMIgJfvuENtW9tCLzR5Ct1tr7ttjy2+o5YCz0xWvPaynXv2FYeV463l8/e+a189/ocPX/nWEdz1I8AAQIECBAgQIAAgecEbAA+Z2/kToG7bvRXu5FeLd+9ae+Z59D2bfXv+YTzLUZHXFrilvI707cUs+V4WudTOYQ80zxa8h7Z5smxR9YhFgECBAgQIECAAAEC1wnYALzOVuQbBNz43oB84RBPbthcWNbfoffqO7J+92KGwUfGbYnVktPfKBc9qeUQa6i12Usrxthr98T5UNfM+T1hYkwCBAgQIECAAAECBH4KfGIDML/pc6P0cxEcfZW79sQxBz1a72l7Zs3MqnCmptC3572wN1ZPrNRzL27aNn1+tF8aY8TzWh6pSfp8xLgzxUgN3lznTOZyIUCAAAECBAgQILCSwKs3ANMbonRSwnE3SKlI2/OSZ1vvn63yWE/MR57Dzwy9GilwlfWZdZPm1BMn7TfSaC/W3rg9NaRj1eLWYtb6pfHj81qs2ObIYy2Pq8Y8kuedfbZMvmpxp7uxCBAgQIAAAQIECMws8MoNwK2bn3wSQhs3RLnK9usWz+2e7Uf35uOOHNqz1bJHYOTcjXrP5jnlr3vqu6NtLb8zJkfj1vrd4dEyxhmXlvhPtQl1HfGv9Xmr1VNzZFwCBAgQIECAAAECMwq8bgOwdpMz4wTMnNMXLd0Ij12RZ9aQufhrLmqGZ4yOxK31qa2cM3nW4h7NpxZzhXPBc2TtMdZV87SCqRwJECBAgAABAgQIvF3gNRuA8Qbm7RN2R32rWLpZvWM1HB+jdR19YR5jja0mUb3WPsaMbXsej8St9amNfSbPWtzaubNjprWejVXL88y5mFea65l4oW8aK8Y/G1N/AgQIECBAgAABAgTmEHjFBmB601JiDTczaTs3N79KpT6/ni0f6bE8OkZ59GNnZsnjWPbz99rz7Vkz81d7zf9OoGZ41K8WMziX4u7125qjUqyttiOPnR03rzW8PhtzZH15rDy3PP+8fevrNE4+RmsM7QgQIECAAAECBAgQmEdg6Q3A9AalRhpvXuJjre1Xz7VaBp8zjrFvz3hfnZNV667NbZz/p2sLedTy3MvvSB0949XaHhk71FOLGc6X4u71C33zf0qx8nZnXh/J68x4q/TN7Uc4xRh57FVM5EmAAAECBAgQIECAwG+/LbsBGG9IapPoZqWm89e5FscYZYRnz3hx3CN9Yt+exxH19Yz3xra1uZrN9858ai53rIO98bcs9vqU8t6KVWo7+viTY4+uZVS8PZOeeQ5t9+KNylscAgQIECBAgAABAgTGCiy5Adhyw+ImZX+htDiGKKMsa+ONGmO/6rEtajWlIx2pbyv2kThpHlc+38o3jjdz3jHHqx57XWrtQ47p+RbXtP1WjVsx9vq0xtlq59hcAnH+j8z5XJXIhgABAgQIECBAgACBmsByG4B7NynxZqZWtHM/NxFKHqMs9+asNH7t+KjcamPk587UEfqWcu6JW4uT53vn61oNpbrvzO+psXpdau23aojtt4zjua1+8djRfrF/fNyKE8+VHkv5tcQq9S2N5fi+QHTfsw3nY9v9qFoQIECAAAECBAgQIDCLwFIbgHs3Jm5K2pbV1Y578fMsa/PWGyuPvfW6FrN2bitWz7FRsUOcmllPTle3XSXPKxxq873lUmu/l9+RvqNy2IpTy3cv13C+N2ZtvJ5ze7n1xFq1bWrPY9VZlDcBAgQIECBAgACBXwWW2QDcuxFJb1p+LdORKLDnGNq1tInxRjweGe9In71cr4i5N+bR8yHXWdZ8yW2W/I4aX9VvBpetHErzWHPYilNqfyR+KdbW8Z5ctvo79qtAMN2at3CM969ejhAgQIAAAQIECBCYWWCZDcASopuQkozjBAg8IbC1YbKXR61Peo2rtdsbI5xPY8X2R2NuxYox08ej8dMYdzwv5dla5x05PjFGqL9k80Q+xiRAgAABAgQIECBA4JjAEhuAbj6OTW7ei2MuMv/ruPmw2tzFvJ8STr3uzCUdd6v23lzy9vH13jitYx+JE2LHPLbGiceOxo7973xcKdc7XYxFgAABAgQIECBAgMB7BKbfAKzdmLXchL5nqlTyZoFV13Lt/fnUfOU5hdd3+Obj5vWXcij1K7UPcdNzpf5x/LRtPLbXJ7bbetyKF9v1xg2xevvEsUY91sav1TpqfHEIECBAgAABAgQIECBwh8DUG4Ar3pjVci5N6B03mUfyKuX79uNb83HWbyvmWx2frPXsPB2dk71xrzSJsfMc4vG8prxdfr72elTMUpza2Fecq1nMkuMVdYtJgAABAgQIECBAgMD3BKbdAFztxqyW796yin1XvuEcnXs0ye3OjnM0bhi31Hd0jnk8r+cW2FsXR9bsFX328ozKPWu9NWYaOz6vPYa4vQa9fWq5945dq2X1czWn1WuTPwECBAgQIECAAIEvCUy7AbjKJIy8Oeq9gT1rFG9ye2uI/c6O39v/qnFb47a2661L+zECpXV85byVxowVXTl2HKPlcS/PECPmWmobz4e2pTbh3NY/ad+t86OO5Xnl4+bnt8bN+2y1+cKxFqsvOKiRAAECBAgQIECAwFsEptwArN14zHRzVstzpQUyk+lKbk/nGtff1+cvOmzNx5U2T427VWfpWC3HtE+LU2us3rhp+9HPj+Q8OofV4rWYtayX1eqWLwECBAgQIECAAIG3C0y5AVhCd9NRkpnveH4T2TN3ed/5qrs3oz2PcL7H997srx1tz+aq0WvjzjAXtfxSkzzX1n5pjK3nedytNrVje/3D+VG5pnnsjZu2fdvzVs8vG71tztVDgAABAgQIECDwLYHpNgBLNyGz3XSU8ozLpyXfvRgx1gqPe7WE8y0mV9a6l+OVYx+NvWLOR2vt6dfictV6q4191ZgtNrW8tvpfkesVMbdyD8fCWL01l2LFeLXzbzt3xO7O+X2bt3oIECBAgAABAgQIPC0w3QbgFshsNx2lG6fZ8tyyTI+V6kjbzPL8Ktur4o5wW2l+RtS7F6PH46p5reVw1Zgll1oupT7h+Og8R8er5Z6fi2MftbjCI89xptecZpoNuRAgQIAAAQIECBC4V2CqDcAzNyd3sY3KcVScu+o2zrwCcRNk3gyPZXbkPXKVxV4uo8fdG++Y6NjNv1E1hzhpvUfi5n3SeFtWefutNm85tmexV+eXrPYsnCdAgAABAgQIECCwssBUG4BbkDPdfNRupEbkOSLGluEMx95c2xW+tbWWjvcm19aa0/rT51dZ7OV1dtzQf2+MtM4jz1tz3MulNU5vjqPjjo7XW8+T7UetpS8bPjl/xiZAgAABAgQIECBwlcA0G4CjblqughqZ38hYrfWGm7m7x53pBvLu2lvnZavdSrm25l9aC6NqLcXfym/ksafGba3hSH5H+rTmo90YgVHvmzwbc5+LeE2AAAECBAgQIEDgPQLTbABukc5yMzLyZqsU645a4xilHLbmoOdYjN/TJ297VW75OOH1iHy34t51bKX8r5rXJw1Gjh1ijTIamddda9k4fwmMWgM9ntZLj5a2BAgQIECAAAECBNYVmGID8ImbntYpa8mt9QaqJVZrXmfateZ7ZoyRfVfLd2TtW7Fm8gi53L2u765/q8Yrcogxez1jv6214libQK95W9R5W1kz886NzAgQIECAAAECBAhcJTDFBuBWcTPcoIy6KdyLM0OtW3Pg2HwCM66VkNPeGj8qOUu9d+Zx51hH5+VN/a5auzMZWVMzzYZcCBAgQIAAAQIECDwjMO0G4DMc/4zac1PY0/afEf565sYsF/F6S2D2dRLyO/M+SGuevdY0V88JzCjgPTTjrMiJAAECBAgQIECAwLMCj28Ajto0GMV4Zz5u0kbNWj3OnXNaz6TtbL6Ztso6KeXZ4l/q2yamFYFvCnjffHPeVU2AAAECBAgQIEDgiMDjG4BbST9xU9O6SdHSbqum/NgTNeY5zPZ6lG1LXbP7z55fi3Fs86ZaYk0e3yMQ1ued154WOe+ZFiVtCBAgQIAAAQIECBDoEZhyA7CngBFtW27+Rt6QjYw1on4xCBAg8GUB1+Qvz77aCRAgQIAAAQIECHxD4NMbgC0bf2EZpDeH4Xlrv3wJpXHyc19/XTI9a1aK+3Vv9RMgQIAAAQIECBAgQIAAAQLfEfjkBmDPptDWBtTWse8sGZUSIECAAAECBAgQIECAAAECBAisJPC5DcDWzT+bfPct49KcXDUHV8W9T8xIBAgQIECAAAECBAgQIECAAIF2gc9sAJY2mXIqm0O5yLqvW+d83QplToAAAQIECBAgQIAAAQIECBDYF3j9BmDPJpDNv/0Fc1eLq+biqrh3uRiHAAECBAgQIECAAAECBAgQINAr8NoNQBt/vUvhXe175v9dlauGAAECBAgQIECAAAECBAgQIPBTYMoNwLB5c+SXWr2bPkfG+MnnFQECBAgQIECAAAECBAgQIECAAIG5BR7fAAybcFsbd/HY3iZdbNfLvBe3N572xwSOzt+R0cz5ETV9CBAgQIAAAQIECBAgQIAAgdUFHt8A3AMcvUFkE2hP/Pnz5uj5OZABAQIECBAgQIAAAQIECBAg8B6Bf81Qyh0bPmGMO8aZwfPrOYzeNP66p/oJECBAgAABAgQIECBAgACBtQWm2AAMhFdtztn4W3uBjsr+qvU1Kj9xCBAgQIAAAQIECBAgQIAAAQJXCUz1R4DDJs2IX2/Z7LlquYyJO2KOx2QiCgECBP4SqF2XfKZYJQQIECBAgAABAgQIrC4w1QZgwIw3WrWbsRw99smPez2fQM+8zpe9jAgQWFHg7HUn9vdZs+Lsy5kAAQIECBAgQIAAgSAw3QZgnBY3WlHiPY/xJrpW0dl5bxmjNr5zBAg8KzDzezjkdvYa9ayu0QkQIECAAAECBAgQ+KrAtBuAX50QdY8XcMM+3lREAq0CM2/otdagHQECBAgQIECAAAECBFYXsAG4+gwukn/LJoCNukUmU5oE/hRoeU+DIkCAAAECBAgQIECAAIE5BGwAzjEPr87iro2Cu8Z59WQpjsB/C3g//boU/EeKX00cIUCAAAECBAgQIEBgDQEbgGvMkywJECBwSMBG3l9sNu8OLR+dCBAgQIAAAQIECBB4iYANwJdM5KxltG4+XHVzflXcWb3l9U6B1vfRW6r3vn3LTKqDAAECBAgQIECAAIFZBGwAzjIT8iBA4FMCNvU+Nd2KJUCAAAECBAgQIECAwKMCNgAf5X/34K0bHCN+7dM61rvFVXengDX3228j3rt3zpmxCBAgQIAAAQIECBAg8FUBG4BfnXl1E/iAgE26c5Nsg++cn94ECBAgQIAAAQIECBCYRcAG4Cwz8bI8Zth4sXmxxqKaYa2sIXU8S++F43Z6EiBAgAABAgQIECBA4A0CNgDfMIsL1zBiY8IG0vULgPH1xnsjjHiv7I3hPAECBAgQIECAAAECBAi8U8AG4Dvn9fNVfW2zxAbdmkv+a+t0zVmSNQECBAgQIECAAAECBNYXsAG4/hx+uoJVNr5WyfPTi+lA8TbwDqDpQoAAAQIECBAgQIAAAQK3C9gAvJ3cgFHgqs2TM3Ft1MXZedfjmTXxLgnVECBAgAABAgQIECBAgMAXBWwAfnHWJ6n5qs22q+JOwvbaNGzSvXZqFUaAAAECBAgQIECAAAECDwt8ZgPQptDDK83wywvYoFt+ChVAgAABAgQIECBAgAABAh8V+MQGoM2/j67uj5Vtg+5jE65cAgQIECBAgAABAgQIECDQKPCJDcBGC80IXC5gk+5yYgMQIECAAAECBAgQIECAAAECmYANwAzESwI26awBAgQIECBAgAABAgQIECBA4E0Cn9gADBs6/hjwHMt21Oba1nyOij2HlCwIECBAgAABAgQIECBAgAABAmMEPrEBGKhsDo1ZMKIQIECAAAECBAgQIECAAAECBAisJfCvtdKVLQECBAgQIECAAAECBAgQIECAAAECPQKf+QVgD4q29wqkf5y35Zeaaft7MzUaAQIECBAgQIAAAQIECBAgQGA9Ab8AXG/OXpVxvpmXv24ttmXjsDWWdgQIECBAgAABAgQIECBAgACBNwnYAHzTbL6kltomYO3cS8pXBgECBAgQIECAAAECBAgQIEBgqIANwKGcgj0h4Nd/T6gbkwABAgQIECBAgAABAgQIEFhFwAbgKjP10jxLm3d+6ffSCVcWAQIECBAgQIAAAQIECBAgcLuADcDbyQ14VMCm4FE5/QgQIECAAAECBAgQIECAAIEvC9gA/PLsT1L7mV8BlvpOUpo0CBAgQIAAAQIECBAgQIAAAQKPC/z78QwkQKAiEH71Z5OvAuQUgQ6B//1/dTROmv7X/5288JQAAQIECBAgQIAAAQIElhP4/Y8//1kuawm/UqD2R3zDKt06b/W+YymUNqZsPI2b35LxiBHM0whFMQgQIECAAAECBAgQIHCdgA3A62xFPiCwtclXC2MDsKazxrm9jSmbS8fncc/2eOTtnuZq28VRAgQIECBAgAABAgQIPC3gjwA/PQPG/yFQ+qXfj0ZeECCwKXD3hl+eRBjfJmCu4jUBAgQIECBAgAABAgSeF7AB+PwcyCATsAmYgbz45dMbVqvTzuhnE3D1VSV/AgQIECBAgAABAgTeKGAD8I2z+oKaWjYB/fHftSd6xs2rFUTvdAu/5rtzvBX85UiAAAECBAgQIECAAIEVBWwArjhrciawuEDrppI/TvpzolvdfvY69irax8etKHfmszW+YwQIECBAgAABAgQIECDQJmADsM1JqwcEWn4F+EBahrxQoLbZdOGwrw+durZs2qXtazihXUu8WgznCBAgQIAAAQIECBAgQOB6ARuA1xsb4YRAaRPQH/89gfpw19KGUeum08PpTz98zbFknxcV29Vi5X1meR1zP5rPijUfrVU/AgQIECBAgAABAgS+I/D7H3/+851yVUqAwJMCtc0ZGy9tM5Mbtrrl/dpGq/+tvqWYrTm15lBrV8qh1mfv3J357+XiPAECBAgQIECAAAECBEYI+AXgCEUxCBA4JWDDpZ3viNWZTbLYNx03HtvKOm2Xn8/71drmfePrPEY87pEAAQIECBAgQIAAAQIEygI2AMs2zhAgMEigtmlzZBNoUFqfCFOzDwDRf6/d3vkaZqlvOB7HP9K/1sc5AgQIECBAgAABAgQIEPhHwAbgPxaeESBwgUBp8+eCoYTMBPbs08238HyvfRb+l5dpvHjyTMwzfeP4Rx5r427VeGQMfQgQIECAAAECBAgQIHCngA3AO7WNReBjArWNlEBhM+XZBbE3Pz3Zbc1lb/ze9rX8tvIJ7c+OEfqXYtfycY4AAQIECBAgQIAAAQJPCvhLQJ7UNzaBFwvsbbTYRLl+8vfmYFQG+VzeNe6o/I/EyWs+EkMfAgQIECBAgAABAgQI3CXwr7sGMg4BAt8R2NsAsnnynrWQz+Xe3L+ncpUQIECAAAECBAgQIEBgHQEbgOvMlUwJLCGwtwGUbxgtUZQkiwLpfKfPix2cIECAAAECBAgQIECAAIHbBfw/AG8nNyCBbwqM2vgrbTKNiv+m2QkmJa+WOlPTWpzauTjO2VxinLseW2u/Kx/jECBAgAABAgQIECBA4IyADcAzevoSIPBDoGUj6EeHxhctcUObdNOmMfTrm40yObOBNyqHKydrhRz///bubtlxWgkDaEHx/q/MYRfoYDyK0pYlW20vbjJJ9NO92ldfZZiZ/TubAAECBAgQIECAAIFnCwgAnz1f3RG4TKAV0vWEK63zLmvKRf8ROBoCbud+xTy39/2n8H/eXFFD7V6fESBAgAABAgQIECBA4G4BAeDdE3A/gQcItIKVb6HMvv3WWfu13l8vUOZ595xKHVGBVr1Hz4reaR0BAgQIECBAgAABAgRWERAArjIJdRBIKjAiWGmdEWUR4kSlrlk3ah4jzmk9XyPOv0bULQQIECBAgAABAgQIEOgX+O3Pv/7r324nAQJvFjgbrLT2R1yFNxGleWsi8yszqq0t382r8Nw/gtKq64raW/f7jgABAgQIECBAgAABAkcEBIBHtKwlQOD/ArVAp3z5LRxp7S1ntF6/nd/a67uxAmdmecUcz9QXlbqij2gt1hEgQIAAAQIECBAgQKAm4K8A11R8RoBAU6AVqrTCkNa+5oX/fNk6O7LfmrECZ+c5tppfT7uqvu09ntFf5+ATAgQIECBAgAABAgTuFxAA3j8DFRB4jMCn8GMbkPQ2++ns3vPse7bAiGeuR6jc63nt0bOHAAECBAgQIECAAIFZAgLAWbLOJfBQgRJwRNo7svbTeYKUTzJrfv4zr8jcZ841cv9svVLDzD5n9+B8AgQIECBAgAABAgSeIyAAfM4sdUJgukAJNWoXlaCjtaa2r/VZObO1xnfrCZS5jXwWol0eubPUWc4+srfs+fa6PXN/37e9vidAgAABAgQIECBAgMAoAQHgKEnnEHixwE+wsQ06RlAIS0Yo3nvGp+di1mwjz2Dt7pn7thPY3lOrY7vWnwkQIECAAAECBAgQIDBSwL8CPFLTWQQeLLANL2a2KRiZqTv27Nozcdf8arVsu63V9W1P2V/bW74rr9GzyvryGjm7rPVKgAABAgQIECBAgACBXgG/AOyVs4/AiwR6w4090U/Y0TpLGLIX8z4i0HqmavuPrI8+k9t1R87fr92eU6vdZwQIECBAgAABAgQIEOgR8AvAHjV7CLxIYB9Q9LReQo3WWWXN0fNbZ+7P6r1jf473fwvU7K82rtUwaj5nexlR29kaRlk4hwABAgQIECBAgACB3AJ+AZh7fqonsKzAPrhohSH7tfumWnv3a1vvyznf7mudMfO7Ul+5Y9U6S313v+69RtUzyn17Tm+t+33bM0f16xwCBAgQIECAAAECBJ4v4BeAz5+xDgl0C+zDh8hBtYCidc7R9ZEaomtqd0f3nlnX8tife1eN+zpq72t9XFVv7e5ajUc+y1T7VbUe8bOWAAECBAgQIECAAIF1BQSA685GZQRuFzgastRCidYZZX1rzWyEUsPMe870d0V9vb23+ppZ97d7W9/Xep1Za+2+8tnROsu+/etd9e/r8J4AAQIECBAgQIAAgXUFBIDrzkZlBG4XiAYUnwKI6P67G/1U/4i6zhrMrO1sf9HeRvYQvTPa28jaonfW1o3sa5Wean36jAABAgQIECBAgACBewQEgPe4u5VACoFWKBEJGVr7RwKMqCVyxreaR/c7oqZvNZ/9vqfnnr567on01lNL5NwRa0b1/K3H7T3f1o7oyxkECBAgQIAAAQIECFwvIAC83tyNBFIJnAkHtnvPNj0qmPhUU8/5n8462+vP/p56Rtzbc8YMh23/M84vfW7vKZ+t+DrTYN9vFpN93d4TIECAAAECBAgQIPBZQAD42cY3BAicFDgTWswMIVp1te5t7eulat3Xe+Yd+2bYzO4jo/0VzhldZj8rzidAgAABAgQIECCQXUAAmH2C6iewuEA0sLg6dGjVta+ltbaXf39H7zmr7ZthNaPHp/jP8H6KzYznxpkECBAgQIAAAQIEsgoIALNOTt0ECJwSmBGcfCrozYHKlc6f/Mvnb5jDCO83OJVnwisBAgQIECBAgACBtwgIAN8yaX0SIPCLwIiwZH+o8GQv8u/7Gd7/nl7/09vncdT87V71p8inBAgQIECAAAECBPILCADzz1AHBAh0ChwNR2rXCExqKt8/G2Ffu8U8aio+I0CAAAECBAgQIEDg7QJ/vB1A/wQIvEtgRPAkZOp/Znr9mfeb20mAAAECBAgQIECAAAG/APQMECDwCoHe4OkTjkDqk0z9815/znVPnxIgQIAAAQIECBAgQOCIgADwiJa1BAikE+gNno42Kqiqi53xZ1o39SkBAgQIECBAgAABAgSOCggAj4pZT4DA0gJnAqefxkroNOqcpbEmFnfGr8xgYnmOJkCAAAECBAgQIECAwKsEBICvGrdmCTxP4EzQdKXGm0KtMzN5k9OVz5+7CBAgQIAAAQIECBB4t4AA8N3z1z2BlAJnAqa7G356wNU7m6e73P3cuZ8AAQIECBAgQIAAgXcLCADfPX/dE0gn0BswrdToE8Ou3rk80WKlZ00tBAgQIECAAAECBAgQ+BH4HQMBAgQIEDgjIPw7o2cvAQIECBAgQIAAAQIE5gv8Mf8KNxAgQIDAUwV6wj+/+nvq06AvAgQIECBAgAABAgRWFRAArjoZdREgcErgrpDpWyB2V12nMD9s/tZrbduT+q/1l+Gz1tzMJ8ME1UiAAAECBAgQIEDguID/B+BxMzsIELhZYB9gCC2uH8h+Bt8qMKNvQuO+Pzqb/c1mtRfxngABAgQIECBAgEB+Ab8AzD9DHRB4nYCAIs/IzWrOrM6GfHOqcioBAgQIECBAgAABAqsKCABXnYy6CBAgkFhA8DdmeIK+MY5OIUCAAAECBAgQIPB2AX8F+O1PgP4JECDQKbAPp4R+nZB/bdtb9p90bqcZnvOzmwABAgQIECBAgMCqAgLAVSejLgIECBB4pICw75Fj1RQBAgQIECBAgACBpQX8FeClx6M4AgQIEMgqcHfQ59d8WZ8cdRMgQIAAAQIECBAYLyAAHG/qRAIECBB4iYCQ7yWD1iYBAgQIECBAgACB5AICwOQDVD4BAgQIzBe4M+jzS77583UDAQIECBAgQIAAgacLCACfPmH9ESBAgEBI4M6QrxQo7CsSXgkQIECAAAECBAgQGCkgAByp6SwCBAgQWFpghZDvB0jQt/RjojgCBAgQIECAAAECjxMQAD5upBoiQIDAuwVWCfl+piDoe/ezqHsCBAgQIECAAAECqwgIAFeZhDoIECBAICSwUsBXChb0FQmvBAgQIECAAAECBAisKCAAXHEqaiJAgMCLBVYM+H7GIeR78UOpdQIECBAgQIAAAQLJBQSAyQeofAIECGQUEPJlnJqaCRAgQIAAAQIECBDIKiAAzDo5dRMgQGBBgVWDvS2VX/JtNfyZAAECBAgQIECAAIE3CAgA3zBlPRIgQKBTIEOgV2tNyFdT8RkBAgQIECBAgAABAm8VEAC+dfL6JkDg8QJZw7vIYAR8ESVrCBAgQIAAAQIECBAg8LeAANCTQO0XuEoAAAWUSURBVIAAgUUEnhzY9RAL+XrU7CFAgAABAgQIECBAgMCvAgLAX018QoBAIgGhWaJh7UoV8O1AvCVAgAABAgQIECBAgMAkAQHgJFjHEiAwX0D4N9+45wbBXo+aPQQIECBAgAABAgQIEJgnIACcZ+tkAgQIPEJAoPeIMWqCAAECBAgQIECAAIEXCwgAXzx8rRMg8A4BAd475qxLAgQIECBAgAABAgQIfBL47c+//vv0pc8JECCwusDT/hqwsG71J059BAgQIECAAAECBAgQyCcgAMw3MxUTIECAAAECBAgQIECAAAECBAgQCAv8Hl5pIQECBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBASA6UamYAIECBAgQIAAAQIECBAgQIAAAQJxAQFg3MpKAgQIECBAgAABAgQIECBAgAABAukEBIDpRqZgAgQIECBAgAABAgQIECBAgAABAnEBAWDcykoCBAgQIECAAAECBAgQIECAAAEC6QQEgOlGpmACBAgQIECAAAECBAgQIECAAAECcQEBYNzKSgIECBAgQIAAAQIECBAgQIAAAQLpBP4H8Imv33UgIygAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.3.IOandPara.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sq3GOztvOEef68u2RVwuXo/hPr8deLuFYyCP8u/d8C4MnYhxZtqzraJ4n6jRHvYAGYL2ZMwgQIECAQHeB1hu0mng2dN2X95UJaq6BkOCK18GRwZP1HuWxvTiu5nU0x9WYMbej2HHM125zJsE699ye0d212Yt59ViaS66GdMzVedLz9uLl5k7P296/cs42xtce15rtrdWR2VH82lhH8+SeO5p/75yQU+05e3GuHNt6lOZx9bzaHLfz1J5v/HsCGoDv2ZuZAAECBAj8IlC6wfvlpIIHJXG/vJkLtZcYFVBXD0nd38ohl3QunzTn3LmzHX+yppzr1uxqTmfxr8YN+Z3F3tYQH9+ZM8YY+fbI5ei5bU0zOtXUt603Pj6q+yz+9tyz8SVzxjFfui1162GyXcNWc7SoKeTWIs62ppqaa+avGbvNqeRxTd4l8Yx5XkAD8HlzMxIgQIAAgV8Erm7YWm1Mbeie+bXbdp237tvH2/G/XDQvPoh5bfN9MaWiqWPe28FP1pHLoUVOpbG3c509vhO3xjadp/S89JyzOkpjnsXZPl+Tw/bc+PgstxZzxLmu3PaY/6zmkjzTGD1yLMlhhTFX7FL7EoPcHLVx7sxVcu7emKs53q05d/5ejj2PXa3/Sk5pzU/OeyXXWc/RAJx15eRNgAABAlMLpJuc2kLCpiicfydGmLPF5upuDrW1zzy+1ntv/EjeIZe9HGdaoyfzr1m7mrE13jX1Xs2hZo6Q+9484Vguzt74EoN4Xi5uLkY8Lzxfe24uZjzeOl6M2/I2rf9u3Jp6S+ctHZfmXpNHep774wpcuQ56VpPLp/Tay53fM+cQuzS/1nns1RuOvZVP6/pGiqcBONJqyIUAAQIElhfY2+SUFJ1ugq7GiPOkseKxK7d387gy59fPubJ21mm/yfTktfT2GpReN3fyLJ0jutfOVTs+zrO9DXFKct2bb3vu3pjtfHuPS+bfOy891iJGGm/v/tX60lhX8iydt3Tc3XzS81e7/4Rhbo4r10bqn4ubjpnt/pM13fVvZftkza1ynjmOBuDMqyd3AgQIEJhC4M7mZrtBaxnrDt5RHtuc78zj3PsCtetxtLb3sxknQq3LlcxHsDyr806OZ7H3zGrnqx2/N+f2WIi5l3vNXDVj4/x7c8bnam/35m8Vfy92TX538rg791Ged/I6ivul51oZXonT6tpI524Vs+QaSOfdju+dx9Hc21yeety75qfqmG0eDcDZVky+BAgQIDCFwJ2Nzd5GrXW8Xoh7ufeaS9w+Ark1vHMN9sm0LOrTeT89X04ht45x/NU8z+LG+Nvb2vlqx2/nO3sc4sdaaueqHR/nOcvp7vNpTVdj1daWznO3zjtzp3ns3b+b217Mrx170rDltfBk3rXXRMs649yj1ltb66h1ROdZbzUAZ105eRMgQIDAcAK1m5ttAbnNzp24uZjbuWse5/LpMVdNXsb2Ecitd5/Z5o161Sl93VyNEdXSWPFYensn/lnsdJ70/p050zi5+yV55XLIHb8zV3puSW7p+Lfv13qk+Y5c68i5pYYj329teOdaK3VqlXOaa4+YpfXsjWuVz17sFsdSu5p4o9dVU8toYzUAR1sR+RAgQIDAlAK9Njm94k6JLOnHBK5ed48leHOiVl8u7jjt5bB37Gap/z39ap5X87k6X02tNbmFsXdySucqjZOeU1PXG2NLa8rlNnKtI+eW8xzt+EyGLXPde12EY1fn2ItXs9ZX562Zo9XYO7XOVGcrryfjaAA+qW0uAgQIECDwP4GSDc6VDVRJ3DuLkMup97x3cnZuuUBuffcifHnNa5xSuzfMruR6Jc8r86Q2Jfev5FUSNzdmO19JjdtzcrFrjoeYveYuiZvLtUetubmuHB89vys1PXnOLH6t87zzmui1Pq1r7JHnXbcZauzh9nRMDcCnxc1HgAABAp8VqNnc1G6kamJfXYDanK7O47znBWrX9onr7XmF4xlrjbbRRje7kt9dk63R0eMr+YV4V3Lcm+sszt45R/XUPtc6/lk9R/m1zuVorqvPzZDj1dp6n9faLsS7c72l9bbMrVVOaX5377e0uptLyfktDFuuaUnOXx+jAfj1K0D9BAgQINBEILdpq93Y1G6mauNfLfYor6dyuJr72+eldqNZpbmVOo1WQ2neV8ddMdrO9YZZSd5X8yqJvTWIj8OcNec/mWNurrN8c+fFmke7PavnKN+etYbYd3KLeffMMc6xyu3WvJddjFuzvvGckax75dQrbg+7mjXcm3+mWvfyn/2YBuDsKyh/AgQIEBhG4O6mpnZTdXe+FnAj5HC3jlr3O/OFud42u1rv23nfca8596pPzRw9xvbMu0XseP3UxIrn1HjVxA9xr8wR87lzbozx9G2tT5rfE/UezVGS+9H5aS3u/yvwpNmTc/1bYZt7NbmHsS2v1xCrZv42Ff8bpaSWf0f/fu/N3H/P5ttHNAC/vf6qJ0CAAIEBBGo3Vk9vpHL5PZ1Hj6XK1dZjrrdi3qlxhTXec79jshcvOu3Fjc/tnXfn2N5ctfFaxDia807ttefW1lIbf1vn3fO38Z54XGIU60rHxmNP5Lg3R5rL3vPx2Nt5xjzcriVw9bq6el5OL74OWsc9my/3/Nnxp/I8y8PzvwpoAP7q4REBAgQIEHhUIG7oziZ9ayNVmt9Z/p5/TuDumr11rT0n1G6mJ63urmu7qo8j3TWpPb/WpTZ+qDack85zJcax2vvPbmvaPn46w9S7ZO638y3J0Zi5BN66psK8R9f/0XNb4ZoaauJu50kf18yZnuf+MwIagM84m4UAAQIECFwWeGszdbQZfCuny4iLn3i0VqWlW9MyqVqnuDZXzyvL6t1RtbVts71yfnTdxjp6fGWeGO/OuTHGqLcj1fb0uo66JvI6Fji6Tkqv5zBuG6f03OPs7j+7l9uVqNv6rsQoOWcUt5Jcvz7mx1+L9fPrCOonQIAAAQJvCRxtzt7+iM7l9nZerdcqV2freUK8Urs0p71z0ufv5rkX/27M0c5v4VXi1GKelnbbnFvnt41fmnuax5UY6fklc16ZoyTujGNSu1Fc0pxqTUepoTZv488FXBfX/i/m57JtRnjttXF8OooG4NPi5iNAgAABAhuBvU3uCBurUfPa8C33cM+9dZEjXF+tayqJV2N7xagmfkm+tWNKc76aZ2n82rxrxtfkPkK+NbV9bWzNWu7ZWN89lXmO3V3/o0pXuzZ6Wh05bp9bzXVb3xce+yPAX1hlNRIgQIDA0AI2VEMvzxLJucb+XsbeDiH+k1/UrtZz9bxZXgyr1zfLOuTybPEascY53XePt1jbdysYc/Z4vT/tG+cdU0VWVwQ0AK+oOYcAAQIECBAgMLiAjfs7CxTde31Ri/HfqW78WfmMuUYtXw/W+P01brmeratZ+foore3q+pTGb71m4j0noAH4nLWZCBAgQIAAAQJdBWzeu/JWBU/X4uqXsTBhGqcqgY8N5jTegt+57nPVWOecTPvjPdavdZauh31RLvsujv7xhwagq4AAAQIECBAgMJBA2LiXfPGywR9o0U5SsVYnQBVPb18fbCvwHhha8t51NQ1rnZfr6Z6ftf8z1ry/sRm+JaAB+K31Vi0BAgQIECAwgYAvPRMskhRfE/D6eI0+O/GdBlRYz7PzZ1rzs1qyiB99Yqa1/egSKXshAQ3AhRZTKQQIECBAgAABAgQIEHhC4G6jKzZ+zuLEcWc1ncU5O9/zbQRK16vNbKIQIFAjoAFYo2UsAQIECBAgQIAAAQIEPixwp9G2bQ6VxCoZ8+HleLX07Xq+mozJCRA4FdAAPCUygAABAgQIEIgC6Rexmo1/el6MVXN+PMctAQIECLwjsPc+XptJixi1cxp/T8Bn9T0/ZxMYSUADcKTVkAsBAgQIEJhI4O4XuXC+LxYTLbhUCRCYVuDu+/W0hX8ocZ+nH1pspRK4KKABeBHOaQQIECBAgAABAgQIEOgloGnXS/aZuBpyzzibhQCBcgENwHIrIwkQIECAwKcEwpcXX0A/teSKJUDghoD3yxt4jU7VdGsEKQwBAksKaAAuuayKIkCAAAECbQR6NgF9UWuzRqIQIFAvoFlXb9bzDJ8HPXXFJkCAwN8CGoCuBAIECBAgQOBQYO+L2ZUvz3txDif2JAECnxe48l7zebSHAEre00vWryTOQyWZhgABAksLaAAuvbyKaymQbmBsVFrKikWAwIwC3gdnXDU5E+gjkO6R+swgaiuB9L27dt3Sc0vyKYlfG7NkXmMIECBAYF9AA3DfxVECvwhsNzDhsQ3LL0QeECBAgAABAoMKbPcxg6YprR2BHvvN2uvhSg4lc1yJu0PkEAECBAgUCmgAFkIZRoAAAQIECBAgQKCXQEnDpNfc4rYTGLmpVXuNXamlZI4rcdutkEgECBD4roAG4HfXXuUECBAgQIAAAQIVAiXNjYpwhg4g8IVmVO11e9WkZJ6rsQe4VKRAgACB6QU0AKdfQgU8IRA2K+mmxublCXVzECBAgACBawLpZ/a1CM4aTcDe69qK1LwW7hifzXMn9rXKnUWAAAECWwENwK2IxwQyAjYuGRiHCRAgQIBAQ4GzRkLDqYRqKGCf1BCzQaia19HdtTub6278BhxCECBAgMBfAhqALgMCBAgQIECAAIGuAmcNgq6TC/6PgEbMPxRL3yl9vbW4Hs7majHH0oulOAIECDwooAH4ILapCBAgQIAAAQIzCpx9yZ+xphFz1iwZcVXmyqnktdriOntqnrn0ZUuAAIGxBTQAx14f2REgQIAAAQIEbgmUfFG/NcHHTm7RPPkYmXIfEjh7rbe6ds/mCeW2mushOtMQIEDgEwIagJ9YZkUSIECAAAECKwmUfAFfqd4rtWhAXFFzzqwCZ+8JLV4PZ3MEuxbzzLoG8iZAgMDoAhqAo6+Q/AgQIECAAIHlBEq+SC9XdGVBGgmVYIYTyAi0eC2VvGe1mCdTgsMECBAg0EBAA7ABohAECBAgQIDAdwRKvgh/R6OuUg2COi+jCZQIHL0n3X3NHcVOc7s7TxrLfQIECBDoI6AB2MdVVAIECBAgQGAigdIvuROV1DxVX/CbkwpIoJtAi9dryftii3m6IQhMgAABAr8IaAD+wuEBAQIECBAgMKtAyZfVWWtrkbcv6i0UxSAwlkCP973SmN5TxroWZEOAAIEzAQ3AMyHPEyBAgAABAt0ESr9odktg8sC+gE++gNIn0EHgzvtCyXvynfgdyhWSAAECBAoFNAALoQwjQIAAAQIrCpR82Vux7hFq8iV6hFWQAwECQaD0s8D7luuFAAEC8wpoAM67djInQIAAgQkFSr9kTVja51L2RfhzS65gAksKlHwueb9bcukVRYDAxwQ0AD+24MolQIAAgfsCJV+W7s8iwhsCvuS+oW5OAgTeEij5PPO++NbqmJcAAQJtBTQA23qKRoAAAQITCJR84ZmgDClmBHxZzcA4TIAAgUTg7LPQe2mC5S4BAgQWENAAXGARlUCAAAEC5QJnX3jKIxnZUsAXzZaaYhEgQCAvUPI56D057+cZAgQIzCqgATjrysmbAAECBAg0EvBFrxGkMAQIEBhUoKTpF1P3mRAl3BIgQGAtAQ3AtdZTNQQIECAwiYAvWJMslDQJECAwmUBo9sXPmJrGXygznjdZydIlQIAAgQKBH3+9yf8sGGcIAQIECBBYRqD2C9Fe4T4+91QcI0CAAIGnBXymPS1uPgIECMwp4BeAc66brAkQIEDghoDm3Q08pxIgQIDAMgI+D5dZSoUQIEDgVODP0xEGECBAgAABAgQIECBAgMCQAleaeOGcK+cNCSApAgQIECgS0AAsYjKIAAECBAgQIECAAAECYwqUNvM0/sZcP1kRIEDgCQF/BPgJZXMQIECAAAECBAgQIECgo0Bo7u39fYClzcGOqQlNgAABAgMIaAAOsAhSIECAAAECBAgQIECAwF0Bzb67gs4nQIDAugL+CPC6a6syAgQIECBAgAABAgQIECBAgAABAn9oALoICBAgQIAAAQIECBAgQIAAAQIECCwsoAG48OIqjQABAgQIECBAgAABAgQIECBAgIAGoGuAAAECBAgQIECAAAECBAgQIECAwMICGoALL67SCBAgQIAAAQIECBAgQIAAAQIECGgAugYIECBAgAABAgQIECBAgAABAgQILCygAbjw4iqNAAECBAgQIECAAAECBAgQIECAgAaga4AAAQIECBAgQIAAAQIECBAgQIDAwgIagAsvrtIIECBAgAABAgQIECBAgAABAgQIaAC6BggQIECAAAECBAgQIECAAAECBAgsLKABuPDiKo0AAQIECBAgQIAAAQIECBAgQICABqBrgAABAgQIECBAgAABAgQIECBAgMDCAhqACy+u0ggQIECAAAECBAgQIECAAAECBAhoALoGCBAgQIAAAQIECBAgQIAAAQIECCwsoAG48OIqjQABAgQIECBAgAABAgQIECBAgIAGoGuAAAECBAgQIECAAAECBAgQIECAwMICGoALL67SCBAgQIAAAQIECBAgQIAAAQIECGgAugYIECBAgAABAgQIECBAgAABAgQILCygAbjw4iqNAAECBAgQIECAAAECBAgQIECAwH8QECAwj8CPHz/+Sfbnz5//3HeHAAECBAgQIECAAAECBAgQIJAT8AvAnIzjBAYTSJt/IbXt48HSlQ4BAgQIECBAgAABAgQIECAwiIAG4CALIQ0CBAgQIECAAAECBAgQIECAAAECPQQ0AHuoikmAAAECBAgQIECAAAECBAgQIEBgEAENwEEWQhoECBAgQIAAAQIECBAgQIAAAQIEeghoAPZQFZNAYwF/319jUOEIECBAgAABAgQIECBAgMCHBPxfgD+02EqdUyDX/Jv5/wKcqymu0My1xRrcEiBAgAABAgQIECBAgACBUQQ0AEdZCXkQWFzgrOmXlh/GagKmIu4TIECAAAECBAgQIECAAIHrAhqA1+2cSaC7QK5pNlNzLFdDdzwTECBAgAABAgQIECBAgAABAv8V8HcAuhAIDCqwQuNshRoGvTykRYAAAQIECBAgQIAAAQIEigU0AIupDCQwhsBMv/4bQ0wWBAgQIECAAAECBAgQIEDg2wIagN9ef9UPKpD75dxqzb/V6hn0cpIWAQIECBAgQIAAAQIECHxcwN8B+PELQPnjCeSaf+Nlep5RaPBt6ylp+pWMOZ/dCAIECBAgQIAAAQIECBAgQCAIaAC6DghMItCjKZY253rED7RHcdP5J1kGaRIgQIAAAQIECBAgQIAAgekE/BHg6ZZMwisL5BpiR020qx7bubaPr8Z1HgECBAgQIECAAAECBAgQIDCWgF8AjrUesiHwiMAIzb5cDj2anY+gmoQAAQIECBAgsBFI9zv2OBscDwkQIEDgUQG/AHyU22QE8gLpBjEd1XKzGObIzZPO2fv+CDn0rlF8AgQIECBA4NsC2/3O9vG3dVRPgAABAk8LaAA+LW4+AhUCrZt/FVN3G3q0+W1Zb7cCBCZAgAABAgQIXBQ42gddDOk0AgQIECBQJOCPABcxGUSgr0DPzWDP2LUqR7lo/tVqGk+AAAECBAgQIECAAAECBMoE/AKwzMkoAo8LtGiIHTXcni7oKJcWtT5dj/kIECBAgAABAgQIECBAgMAsAhqAs6yUPJcVOGqMXS06xLwS98o5JTkexdX8KxE0hgABAgQIEFhBwL5nhVVUAwECBOYU8EeA51w3WRPIChw12+JJcfNZMjaec/X2aI6Yx9XYufOO5tye0yuH7TweEyBAgAABAgQIECBAgACBtwQ0AN+SNy+BA4GrTamSxtdZ7BDjbMxB6r88dZTPlTmO4v0yccWD0phX8q1Iw1ACBAgQIECAAAECBAgQINBNQAOwG63ABM4FSptPZ5FK4uw1sMKxvXPDsb3xZ3nE5/dixufCbWnsszhpzN7375r0zk98AgQIECBAgAABAgQIECCQE9AAzMk4TmASgZImWWnDLS05jVt6fnpOGiu9fxarJEYaz30CBAgQIECAAAECBAgQIEDgWEAD8NjHswQeFzhrkKUJlTTLzuKF58/ipM/vxUufT/Pb3t87Nx1TGic9x30CBAgQIECAAAECBAgQIEDgWEAD8NjHswSGFThrlp0129LCSpqAcfzZvHHc9rYmn+25Vx+fzXm1lqv5OI8AAQIECBAgQIAAAQIECLwhoAH4hro5CdwQKGlanTW+9qavaQLunZ87diWXXKxwvGW8o1glzkd5eo4AAQIECBAgQIAAAQIECIwioAE4ykrIg8CJQGlD6qipdTLFP8210rmO4l3JI5yznftKnKO8Sp7b5lByjjEECBAgQIAAAQIECBAgQGBUAQ3AUVdGXgT+J1DTjGrVLItxauZOFyyenx4rvX/n3NI5jCNAgAABAgQIECBAgAABAl8S0AD80mqrdSqBmuZbr6ZZGrckn3T8VNj/S/aoxtlrm3E95EyAAAECBAgQIECAAAECbQQ0ANs4ikKgmcBRE2o7yZNNqSfn2tZ59jg1u5pnGuNsPs8TIECAAAECBAgQIECAAIGZBDQAZ1otuRL4n8DVJtdqgHtNu3CsxmcvxtapJt72XI8JECBAgAABAgQIECBAgMDbAhqAb6+A+QlUCGhE/YtV0rj7d/Tv90rPZ/67nSMECBAgQIAAAQIECBAgMJeABuBc6yXbxQRCc6mkEaUJ1W7hS7zjbL3d01x6zxVrckuAAAECBAgQIECAAAEC3xPQAPzemqv4okCvZk1s/KTxY4rxufjY7bnAntme7VGkvRhH4688t80pPH5i3iu5OocAAQIECBAgQIAAAQIE5hbQAJx7/WT/gMC2UROm7NGs0fxps5h761Ua2RqUShlHgAABAgQIECBAgAABAjMJaADOtFpyfVzgTjPp8WRNeFlglMZfvN5GyecyqBMJECBAgAABAgQIECBAYCiBP4fKRjIEBhKIzZiBUpJKY4HQaBux2ebaa7zQwhEgQIAAgYcFfJY/DG46AgQIEDgV0AA8JTLgiwJnm7YRm0ZfW6c7azBC4+8s/7Nr8GvrrV4CBAgQIDC7wNln/+z1yZ8AAQIExhbwR4DHXh/ZvSBw1nixeXthUTJTpmtxtm4hRDo+E/LRwyGfo7zjc6Pl/SiSyQgQIECAAAECBAgQIEDgtoAG4G1CAVYSiA2XXE0aMTmZ94/PujZnTcAgG67LWet7/8qQAQECBAgQIECAAAECBAhoALoGCBQKjN6A2TYvR8+3kP0Tw+JabdcwLV4TMNVwnwABAgQIECBAgAABAgRqBDQAa7SM/axAbNCMCrDXONo7Nnodo/o+lVdYn711e2p+8xAgQIAAAQIECBAgQIDAmgIagGuuq6oaCqzUNMs1l1aqseHSvxIqrsXeWoVj8flXkjMpAQIECBAgQIAAAQIECEwpoAE45bJJuofAXsOlxzwjxjyrfdWm01ndYa3eqj3Mu5dfOPZWTiNeu3IiQIAAAQIECBAgQIAAgXMBDcBzIyMIDC+Qaxa1SnyvEdUq9uhxRmy4jZjT6OsoPwIECBAgQIAAAQIECHxZ4M8vF692AmcCM/3SKuQa/z2ry/NzCMx0/c0hKksCBAgQIECAAAECBAh8U8AvAL+57qpeXGCvcfTlX/HNvNxhLffWzq8AZ15VuRMgQIAAAQIECBAgQOBZAQ3AZ73NRuA1AU3Ba/R7btciXT9LE/C6nTMJECBAgAABAgQIECBA4I8/NABdBQQ+LHDW3Nr75dmKXGcOK9asJgIECBAgQIAAAQIECBD4joAG4HfWWqUEqgU0xqrJup3gV4DdaAUmQIAAAQIECBAgQIDA8gL+JyDLL7ECCRBYRUBDdpWVVAcBAgQIECBAgAABAgSeFdAAfNbbbIMKfOWPug7KLy0CBAgQIECAAAECBAgQIECgo4AGYEdcoecW8GurudfvS9lrYH9ptdVKgAABAgQIECBAgACBegENwHozZywmoHmy2IIuXo7G9OILrDwCBAgQIECAAAECBAh0ENAA7IAqJAECBJ4W0Mh+Wtx8BAgQIECAAAECBAgQmEdAA3CetZLpgwJ+ZfUgtqmqBVyf1WROIECAAAECBAgQIECAwKcF/vPp6hX/eQG/mvr8JQCAAAECBAgQIEBgcYF0z+8/pC6+2MojQCAr4BeAWRpPrC6QbgTSWm0KUg33ZxLIXdMz1SBXAgQIECBAgEBLge3+aPu45VxiESBAYGQBDcCRV0duBAgQIECAAAECBAhMJ7D9D8rbx9MVtFjCmoCLLahyCBAoEvBHgIuYDFpNIPehb3O22kqvW0+4VnPX8bpVq4wAAQIECMwjsPK+crsHmbHWUMOMec/zCpApAQKjCWgAjrYi8iFAgAABAgQIECBAgMBAAtuG3za1kZtp/qPpdrU8JkDgqwIagF9d+Q/XndvA+C+AH74olE6AAAECBAgQIPBfgdxeeUWeWKvvASuurpoIENgKaABuRTwmQIAAAQIECBAgQIDABwRiA2z1Us9+BRgdNAJXvxLUR+DbAhqA315/1f9PwIe9S4EAAQIECBBYXSA2OUKd9j7tVjt1PYr6lnlpfke5nz33Vm1neaXPhxzPLOLzM9ST1uY+AQIESgQ0AEuUjFlGIH6oL1OQQggQIECAAAECJwJ7+59wTJPjBK7g6T3b3Gk1Y3MxRjs+2zVU0gQMxl4fo11p8iFAoIWABmALRTGmEMhtumbbuEyBLUkCBAgQIEBgCIHc/meI5CQxncAK+2ZNwOkuOwkTINBIQAOwEaQwBAgQIECAAAECBEYR0PgbZSXmzWOFZl9OP9Z29joJz8exuViOEyBAYBYBDcBZVkqetwRyH+4+0G+xOpkAAQIECBAYUCC370lTtQdKNb59/8vXQqz96DUTn4tjv321qJ4AgZkFNABnXj25EyBAgAABAgQIEEgEYrMiOfTbXY2M30guHwiWqXnONh1zebKbJ+Zyuxl2idOjzdE6hefiuCWKVgQBAp8T+PHXm9jPz1Wt4E8J5D7IXfqfugyWLHbv2nZdL7nUiiJAgECRwN7nwvZEnxNbEY8J/CrgdfSrh0cECKwj8Oc6paiEAAECBAgQIECAwDcFzpoWofGn+ffNa0PVdQIlr5Oz11vdjEYTIEDgGQENwGeczTKYQMkH+2ApS4dAkYANaRGTQQQIEPiUgH3Pp5ZbsQ0ESl4z9lwNoIUgQOBRAQ3AR7lN9rSAD+anxc33pEDJ5vTJfMxFgAABAu8I5PY74XPCZ8U7a2LW+QVKXj+519781auAAIEVBTQAV1xVNREgQIAAAQIECBAgQIDAbYGzJrom4G1iAQgQeEhAA/AhaNOMI3D2IT5OpjIhQIAAAQIECBwL5JoP9jvHbp4lUCNw9mvA3OuwZg5jCRAg0FtAA7C3sPivCfggfo3exAQIECBAgMCLApp/L+KbemmBo9eW7x5LL73iCCwhoAG4xDIqggABAgQIECBA4GsCGg5fW3H1jiBw1AQcIT85ECBAICegAZiTcXxJAR/YSy6roggQIECAwOcEcs0/e53PXQoKfkEg9zrLvS5fSNGUBAgQ+E1AA/A3EgdWEPDhu8IqqoEAAQIECBDYE7DP2VNxjMAYAl6fY6yDLAgQ+F1AA/B3E0cIXBIIH/bx30sBnESgkYCNZyNIYQgQIDCZQO5XSZOVIV0CUwgcvd7sxaZYQkkS+JyABuDnlvy7BR99SN9V2X7Ibx/fje98AjmBntd1bk7HCRAgQOA9AXuM9+zNTGArYB+2FfGYAIGRBTQAR14duV0SeHpj/PR8l1CcRIAAAQIECCwtoBGx9PIqbkIB3xEmXDQpE1hc4D+L16c8Al0FfLB35RWcAAECywnkPjc0b5Zb6kcLcv08ym0yAr8IhNdf7r39l4EeECBA4GUBvwB8eQFM/4zA0xvjp+d7RtEsBAgQIHBH4OgLYngu/ffOPM5dV+DoGlq3apURGF8gt/f3mh1/7WRI4EsCfgH4pdVWa1OBFT/QW9WU2wQ1XQDBCBAgsLBAeD9e6b00/XxZqa4RLkGeI6yCHAj88d/37PS9jgkBAgRGE/ALwNFWRD5TCBx9uM+4EQ/1HNVUuyit49XObzwBAgQIjCGw93nQ8vNmjCplQYAAgbyA97y8jWcIEHhWQAPwWW+zLS4wa/Ov17LY8PSSFZcAAQJjC+w1/sbOePzsfKaOv0YyJDDjdwGrRoDAdwQ0AL+z1iptJGAD3ghSGAIECHxMoPaL4YyfNxp/H7uolUuAQJHAjO/nRYUZRIDAVAL+DsCplkuyZwJvfrjWfrE7q8XzBAgQILCeQPysKP28iuPieSOLxFzPcpyhlrMann4+Z8vy6ZUYY77t9eA6GGNdYhZhPbZrFJ9zS4AAgTcFNADf1Df3IwItN0W5D/OWczyCkkyyt0m5Uk/OJpnKXQIECBD4n0D6Plvy/hnGpOeMBllSw8j5j+YpHwJ7ArnX2ejvD3u1fPGYdfriqquZwFgCGoBjrYdsJhRY4QvN3RpyG9IJl1PKBAgQeFwgvgefvZfG5+P4xxPdmTDmtPPUP4dGyvefpBa4w3WBRSwsoeR1VhjKsIcEwuvTuj2EbRoCBIoF/B2AxVQGfl3Ah/j+FXDk4svJvpmjBAgQ2BMofc88et/di9vrWEkepTX1ynGFuCXOK9Q5Uw1hTeK/PfN+Yo6e+YtNgAABAmMJ+AXgWOshGwK7Aunmf5YvU7PkuQvuIAECBF4SiO+d6fv+Xirx+Th+b0yvY3Hus/hv5HaWk+cJ3BXYXv/hcetrfTvHWc6t5z+bz/PXBXpcL9ezcSYBAl8T0AD82oqrt6nAExuu7SZwlI3DNq8U9gmXdD73CRAgsJpAfB89eq8NNT/9mXCWT8gp5h7u+6ePAOM+rlejpq+Lu2uTxjrL5+5cZ/E9f08grE/Net6bzdkECBA4F9AAPDcygsArAiNvGEbO7ZXFMikBAgQ6CZR8gYzvyT2bAXGOszJ75nA294rPl7qvWPusNcU1q30txPNK6q6NXRLTGAIECBBYX0ADcP01VuFkAjUbwDdKO8vPpvSNVTEnAQIrC8T31bP33/h8HN/CJMY8i9VyzrO5PE9gBoH42il5bcSxZ3WVxDqL4XkCBAgQ+K6ABuB31365yks3TyMXPnINJbnZmI58dcmNAIHZBcJ7bMl7cRhz9/24ZJ7oeXeuGKf3bU1NNbk8Xf/T89VYfGFs8K+5luLY3LrF54/scuceneO5cQXCmlvTcddHZgRWFtAAXHl11TaNQMnmLy3myY1DaW42MukKuU+AAIE+AvG99uy9OT4fx9dkE889O+dK7LOYvZ4vrenK/CH2TBZXanTOrwLpepdeW3FcPDc+/jXyr4/i2F+PekSAAAECBK4J/HntNGcRmENgho1TyQbwDe2QV2luMzi/YWhOAgQI9BIofd8tfR8PeXrf77Va1+LWrN21GZzVQiC8Fktfj2G+0tdZTcwWdYjRR8A69nEVlQCBawJ+AXjNzVkEmgiUbO7DxmFvXDjWelOxN89Roa3nP5rLcwQIECDwq0B8Dz577y75vDiLEWeOc8bHbgkQ+FsgfW2Uvp5ydmms3BjHCRAgQIBArYAGYK2Y8QQaCJRsDNPNX7hfcs6V1K7GTfO7Mq9z+gqEdbVGfY1FJzCKQHytH72f594Tjs5J64tzpMdmuh/yL6115LpmX4eRbVvmFtep9pqL57XMRSwCBAgQIBAFNACjhFsCDwiUbgRLN4BpvNJzYpnpufFYyW3tPCUxjbknENbk6nrem/mbZ6fWXg/fvAZGrfrsvSBeu/G6jY+P6oljj8bM8lzLWlK7lnFnsZRnmUC4NtJr5eysMNb1dKbkeQIECBC4KqABeFXOeQT+EijdqNVs/nIbv7NNZM0cVxYvl9eVWM4hMKvA9nVW+h4wa73ynk/g7LMiVLS9jnNVet/PyfyhSZOn8UwiUPpaS04p3lum57hPgAABAgRKBDQAS5SMGV7gygartqjcl6pWc4/6RWvUvPbWL12LmfLeq8UxAgQIXBXIfV7VxPMeWqNlLIFfBdL9yK/PlD2K53sdlnkZRYAAAQJlAhqAGaf4wRue9uGbQRr88CzrVpNnGJtem72WoCanXjnUxt26hMcz1lFbt/EECBDYE4jvf9v3xr2x6bF4XnrM/ecFatft+QzNuCdQs27htXY2Pjz/1msyze2tHPaMHSNAgACB6wJ/Xj91zTPDh136gReq3D5es3JVlQi03ACFWFfiXT3vrL4Y90pOZ7F7P+812ltYfAIEZhWY8T19VuveeVvL3sL34pfuReJ+K8xWsqYhbmnsexX8e/Z2vu3jf0e6R4AAAQIzCfgF4P9WywfbTJftu7mGzdqd66Vks1dSYYxzJ5cwT4xTMueIY+7WP2JNciJAgEALgSvvj+Gc2T8XWtiJQaBGoOS1lntdxeNnMfZem+k5MU5N3sYSIECAwLcENAD/Wu/0w/Nby79GtW+sX9xk1cwdz2mt3itu6zx7xDvy/7JLD2sx/xYI11V63bnOXBmjCqTXaW2O8VzXd62c8V8UiK+Xo9pLXkvbz5e9eHGuvbHhuZJ59uI6RoAAAQLfEPh0AzB+iJ4ttQ/TM6Hxnn9qzZ6aZzxhGRH4roDX/XfXfobKa/Y2Z2Pj8675GVZejm8IxNdIbu7a104cfxb37PlcPo4TIECAwLcFPvt3AJZ+cMYP4m9fJqonMJ7A0WvY63a89ZIRAQJ9BcJ74tH7Yjp7fI+Mt+lze/dL4+6d6xiBFQXOXm/htVX6+trzuXPuXjzHCBAgQIBAEPjcLwBLN7E+eL1ACIwrcPQ69todd91kRoBAH4Gj98R0xr33x3jsLEZ8Po5P4456P+Yc87uTexrrTpyYi9t5BdJrYa+KVtdHjHM2314OjhEgQIAAgT2BzzQASz8844ftHpZjBAi8L3D0Wvb6fX99ZECAwHMCR++HaRYl741hTEm8OKYkZprD0/djnum86bHS/NNzYqxwrPT8eI7bNQT2roe0sh7XRYx5Nneah/sECBAgQGBP4BMNwNIPzPgBuwflGAECYwt4/Y69PrIjQKCtQI+9TXwfLYkdx8Rz2lbXP1rMP84U69gej8+7JXB2bcRrqJdUiH+WQ6+5xSVAgACBNQSWbwCWfFD2/sBe41JRBYH3BXKvZ6/h99dGBgQIPCOQex/czn7nfTGeWzJXGLM3Ph7b5jXq45JaR81dXv0Fzq6Pp673MM9ZLv01zECAAAECswos3QAs+YB86gN7xAtk6/NlixHXR05lAq7bMiejCBCYX2D7uZ2rqNX7YoxzNu/e8+FYPD+XZ8/jYe69vFrM+WZdLfIXo53AG9dCnHN7fcfj7aoTiQABAgRWE1i2Abj9UNwu3Nc/JPd89o6N7rSX83atPV5DwFqvsY6qIECgXqD0/a/XZ3aMW5pHrDCMj+fGY0/exrlr887lGOPlnnd8TYHc9fP29dBr/ly9a66uqggQIPAtgSUbgEcfXL0+LO9cNmm+o+WX5parcbScR8sn5+Z4uUDuOrTWfxvmfMqFjSRAYFSBktf3U++FYZ6SfFLLOP6pHNO54/3t3DGn+PzZ7fb8s/GeX1/ga9fE1+pd/wpWIQECXxVYrgF4tKkb8cNrm294PGKeRy+QbQ17Y2eraa8GxwgQIECAwFMCJZ+tIZenP1/jfKX5Ra+R9jexhpBbro50TKzBLYHVBXKvh9XrVh8BAgS+IrBUA/DoQ8tG7tdLOngcef06+v6jMJc1uO8owr8Crqd/Lfbu8dlTcYzAHAIln89vv8bD/CV5ji7+tuPoPvIj4DXiGiBAgMA6An+uUsrRJtQH1/4qBxc2+zaOjiWwvU63j8fKVjYECBC4LnC0n4lRR3kPDHnU5FJSW6zRLYFRBLbX+PbxKHnezcPr867g/vlc910cJUDgHYElfgHojfXexbO3kWF6z9TZ7QX2rtP2s4hIgACB9wRm/eyN78+z5v/eipt5FoF4jc+SrzwJECBAgMCewBINwL3C4jEf2FGi7rbUzWa/ztVoAq0FvAZbi4pH4B2BmtdyGFv6Of1kNWlONfU8maO5CBD4XSD3ek1f07+f5chVAa5X5ZxHgMBdgekbgLkPrADjzfXu5XF+/pFxujZH485nMYLAPYGvXYteb/euF2cTeFIgfX96ct7ec4X3oW1t3pt6q4tPoF5g+zqtj+CMnADbnIzjBAi8JTB9AzAHN8Mmc/UPhRnWIHf9ON5XoOTab3H97M0TjrWI3VdIdAIEviCw9x61Ut3ea1daTbV8TcDr92srrl4CBL4gMHUDMLdxLv3A2p5fet4XLgw1EuglsH3d5eYpHZc733ECBAiMLHDnPc5+ZeSVlRuB+QW8x/RbQ7b9bEUmQOBcYJn/C3As9exNNWy447/xnHh7ZzMeY5Te5uY6y780vnEECKwvkHsfWb9yFRKYW+DOa9c+Ye61lz2B0QS27ynbx6PlO0s+d97nZ6lRngQIzCcw9S8AS7lr3oDD2N4ffDX5lNZoHAECZQK9X99lWfQbtXp9/eREJvCMwNU9gNf2M+tjFgJfFPD+8sVVVzMBAl8UWLIBeHVzHS+Ank3Ao9x8+MYVcEugvcBqr6+j95L2eiISINBC4OrrdrX3rxaWYhAgQGBUgdx7vffyUVdMXgS+IzBtAzD3xpo7PvqS+kAYfYXk10ogXOtPvk6/9Nr6Uq2trkdxCDwlcOV9z2v6qdUxD4HvCqTvTd5zvnsdqJwAgW8ITNsA7L084cOw5Ydg+uG6zb3lPNvYHhMYUcA1f29Vjt5P7kV2NgECPQRqX7PeI3usgpgECGwFtu9N4bH3n61S3eOtaTyba5RwS4DAmwKfbADuvQHn3qxbLE7P2C3yE4MAgfkF9t7X5q9KBQTmF6jZA3gdz7/eKiAwi0DuvSl3/Epd3tOuqDmHAAEC/QQ+0wC88gEUPgCvnJcu19mH6N346Vxv3N/WN3s9bxiak0CNwPY1V3OusQQIPCtQ+nr12fnsupiNAIFnBMJ7oPe3Pxg8c7mZhQCBAoGlG4A1Hzhh7N5G/c4H1168dE1q8kvPe/v+UV13vN6uy/wEZhWY9b1kVm95E2gl4LXbSlIcAgQIvC9w9B3p/exkQIAAgT/+mLYBmGvY9dhMX2lqnX0A9Miz1wV9VkuvecUlQOBXAa/FXz08IjCrwEx7gFmN5U2AwLFA7rvU8VmeJUCAAIGZBaZtAAb01hvoow/Cmibg2Zf01nm3vgDP8m89n3gECFwXGP395HplziQwv8B2X+H1Ov+aqoDASgLpe1KP/X8afyW3vVpyfl8y2HNxjACBsQSmbgD2oAxv0rk38LP5zs576gPgLI+zOu48/1SNd3J0LoEZBd58Xc/oJWcCowj4XBxlJeRBgMCRgPeqIx3PESBAYA0BDcCddQwfgHtftveO7Zy+e+ipD9U7Oe4mXnjwqfoK0zGMwCcEvO4+scyKJECAAAECBAYWyH3/sk8beNGkRuCjAhqAmYUPb9i5N/PMKdnDq775r1pXdiE9QeAlgVbvRS+lb1oCBAgQIECAAAECBAgQeFlAA7DzAqzUJFupls7LLjyB7gJej92JTUCAAIGhBMJ/DPLeP9SSSIZA9gcjXqsuDgIERhTQADxYlfDGfeeXN2+88d/NOXK8kXuc2y0BAv8K3HkP+jeKewQIECBAgAABAgQIECDwZQENwJPVv9JQe7t59vb8J6SeJkDgpoDX+E1ApxMgQGBwgSv7z8FLkh6B5QRy/5HWPm25pVYQgWUENAALltKbeAGSIQQINBfIbSybTyQgAQIECBAgQIBAsYA9WjGVgQQIDCTw50C5SIUAAQIETgT8B4kTIE8TIECAAAECBF4SsE97Cd60BAgUCWgAFjEZRIAAgWcF/JflZ73NRoAAAQIECBAoEcjt0TT/SvSMIUDgTQENwDf1zU2AAIEKARvLCixDCRAgsKBAaDzkmg8LlqskAgQIECBAoKGABmBDTKEIECDQQsCXuxaKYhAgQGBdAZ8T666tysYWyL32/EfasddNdgQI/C2gAehKIECAwEACNpYDLYZUCBAg8KKAhsKL+KYmUCHgtVqBZSgBAq8KaAC+ym9yAgQI/CuQa/79O8I9AgQIECBAgACBNwTs095QNycBAi0FNABbaopFgACBDgL+y3IHVCEJECAwgYD3/wkWSYqfFvAa/fTyK57AdAIagNMtmYQJEFhRIPdflW0sV1xtNREgQIAAAQIzCeT2aTPVIFcCBAhoALoGCBAgMKiA5t+gCyMtAgQIECBA4DMCueaffdpnLgGFElhGQANwmaVUCAECswrkNpaz1iNvAgQIECBAgMAKAvZoK6yiGggQiAIagFHCLQECBAYS8F+VB1oMqRAgQGAwAZ8Rgy2IdJYUOGr+eQ0uueSKIrC8gAbg8kusQAIERhY42lyOnLfcCBAgQOAZgW2jYfv4mSzMQoAAARxbTx0AAEAASURBVAIECMwu8J/ZC5A/AQIEZhXINf98uZt1ReVNgACBPgI+F/q4ikogJ5Dbo4XxXo85NccJEBhdwC8AR18h+REgsKTA0cZyyYIVRYAAAQIECBCYXEDzb/IFlD6BjwtoAH78AlA+AQJjCdhYjrUesiFAgAABAgS+JZD7j7T2aN+6DlRLYEUBDcAVV1VNBAgMLWBjOfTySI4AAQIECBAgQIAAAQLLCWgALrekCiJAYGQBzb+RV0duBAgQIECAwJcF7NO+vPpqJ7C+gAbg+musQgIEBhHIbSoHSU8aBAgQIECAAAECBAgQILCogAbgogurLAIExhI4av75O2XGWivZECBAgAABAgSigH1alHBLgMDsAhqAs6+g/AkQmFrApnLq5ZM8AQIECBAgsIjA0X+sXaREZRAg8HGB/3y8fuUTIECgq8DRZlLzryu94AQIECBAgACBWwL2arf4nEyAwGACfgE42IJIhwCBdQQ0/9ZZS5UQIECAAAEC6woc7dnWrVplBAh8TUAD8Gsrrl4CBAgQIECAAAECBAgQOBTw679DHk8SIDChgAbghIsm5WMB/wXv2MezzwgcXYc2lM+sgVkIECBAgAABAqlA2J/Ff+Pxoz1bHOOWAAECKwj4OwBXWEU1ECAwlMDRRlLzb6ilkgwBAgQIECDwEYHt/mz7OGWwX0s13CdAYBUBvwBcZSU/WocP548u/MBl20wOvDhSI0CAAAECBAgQIECAwEcF/ALwowv/lbLTZoxm4VdW/b060+ttm4XrbyviMQECBAgQIEBgPAF7tvHWREYECLQR8AvANo6iDCiwbcZsH99NOcSL/96N5XwCBAgQIECAAAECBPoJaOz1sxWZAIE5BPwCcI51kuVgAttmYni86qZiW2tYilVr7XWZ8eolKy4BAgQIECBAoFwg7sn29rchSny+PKKRBAgQmEfALwDnWSuZVgjkPtQrQhj6l0DOMXf862h7m8a9Y193Uj8BAgQIECBA4E2Bvf3Z3rE3czQ3AQIEWgv4BWBrUfEeFwgf1hpSj7ObMCNg85iBcZgAAQIECBAgMJCAPdtAiyEVAgQeEfALwEeYTbKSgGbjSqupFgIECBAgQIAAAQIECBAgsL6ABuD6a/yJCv0XvD7LzLWPq6gECBAgQIDAdwTCfzyO/36napUSIECAwGgCGoCjrYh8phRYtVHm145TXo6SJkCAAAECBAYR2O6lto8HSVMaBAgQIPABAX8H4AcW+Sslhibc0aZqtiZdWstouY+Wz1eucXUSIECAAAECdQLpfiqcaQ9T52c0AQIECKwj4BeA66ylSh4Q2G4ie025nWf7uNe8MW6YLzenjXNUckuAAAECBAiMLLC3lzna47SuZW/+1nOIR4AAAQIESgU0AEuljJtC4I3mVOs5c5vF3PHWC/PUPK3zFo8AAQIECBAgEAXO9jPh+bMxMVbL29b7xpa5iUWAAAECawv4I8Brr+8nqwsbq+2GbobN1jbnpxevZP4ZHJ92Mx8BAgQIECAwr0Dc/7Te48S488rInAABAgRWE9AAXG1F1fNfgdabuN6sb28SS+afzbT3molPgAABAgQIrCMQ90I99zs9Y6+zEiohQIAAgV4CGoC9ZMUlUCAQN5sFQ/87JIxvvXksyeHunNs57sYr9TKOAAECBAgQ+KZA2Gts9x8lEvGcO3uVGKNkPmMIECBAgMBTAj/++nD7+dRk5iEwu8Dehu7qS2gvVqnP1TnT+CXzzzRPWpv7BAgQIECAAIE9gZL9z/a8mv1QLn5NjO38HhMgQIAAgRYCfgHYQlEMAhUCuY3hNkTYKObGhuN3NpK5uGkOd+KncUrup/k8OW9JbsYQIECAAAEC6wjEfUa69zirLo6N5+bGx3G550c/nuZ/VuvotciPAAECBH4X0AD83cQRAt0E0o1VbpJ0wxXul5yTi7V3vCRemsNejJ7H0vzezKNnjWITIECAAAEC7wrEPUa67zjLKB0bzw/npMf3YqRj954f4di2hvB4hrxHsJMDAQIEZhHwR4BnWSl5DiGw3RyFpEo2R3vn7RWUi5U7Pzd+L3YuRjq2Jl563tn9krmPYvTK62hOzxEgQIAAAQLfEbi7V8lJzbKHydU/S/45f8cJECBA4F8BvwD818I9Ak0FchupvUnONlfh+b144djZuXvnXclh75zSYzHH0ly2cUvq3J7jMQECBAgQIECgVODuXmVvnhhz7znHCBAgQIDA0wJ+Afi0uPmmFrjawDoqunRz2GPumFdpDnF8q9vamt7Ks1W94hAgQIAAAQLzCNTuU9LKZtyzHNU7Yz3perhPgAABAn/9lRV/vZn7vwC7EggUChxtjApD/DPsykuv5fwhkSs5/FNA4zsltY2Ub+PyhSNAgAABAgQGFSjZo+RSn2nvclbnTLXk1sNxAgQIfFlAA/DLq6/2aoGzjVFJwLubpxY5hDzv5lFS69UxRzWOnPfVep1HgAABAgQIzCFwtEc5q2CGPcxZfTPUcLYOnidAgMBXBTQAv7ry6r4scLYxygVuuWG6mkPIrWUeuVpbHd+rc6b8WzmIQ4AAAQIECLwvsLcvuZLV6HuZozpHz/3KejiHAAECXxHwPwH5ykqrs5lA2PgcbYy2E/XYKMWYb+exrdVjAgQIECBAgMCKAjV7rrP601hxT3d2zpPP1+51n8zNXAQIECBwXcAvAK/bOZMAgU4C6cZ4O8WIG+Vtjh4TIECAAAEC6wiU7kuOxpVopHucNFZ6vCROqzFpDjHmW7nE+d0SIECAwHUBDcDrds4kQKCxwN5GMzeFDWhOxnECBAgQIECglcDR3uRoL3J03pXcjua6Eu/snFz+T+dxlqfnCRAgQKBcwB8BLrcykgCBxgK5zWXJNOFcm9ASKWMIECBAgACB1gJne5Dt83f2PK1zP4o3S55HNXiOAAECBPYFNAD3XRwlQKCjgM1lR1yhCRAgQIAAgdsCrfcqsSHYOu7tQv8XYNS8WtUnDgECBAj88YcGoKuAAIFHBGwsH2E2CQECBAgQIHBT4GzPEpt5V6aJ557NcSX2lXNq8oi5X5nHOQQIECDwvoAG4PtrIAMCSwrUbCivANiEXlFzDgECBAgQIHAkcLZ/abX/SOOczXmUb+1zV+dK8y2ZM52n9tyS+MYQIECAQL2ABmC9mTMIEDgQSDd8B8M8RYAAAQIECBCYSqBXI2sbd7uX2j5firaNU3peOq527r05w7HaOGkO7hMgQIBAGwENwDaOohAg8JfA3qavB4xNZA9VMQkQIECAwLcFjvYxT+49Wsx1VEvNKreKUzOnsQQIECDQR0ADsI+rqAQIdBJosSnulJqwBAgQIECAwGIC9h2LLahyCBAg8GEBDcAPL77SCcwkYAM+02rJlQABAgQIECDwt4A9nCuBAAECYwj8OUYasiBAYAWB1hu8EC/+u4KPGggQIECAAAECTwi03pNdzXmUPK7m7zwCBAisJOAXgCutploIDCBgozfAIkiBAAECBAgQ+LxAuid7+u/yS+f+/EIAIECAwCACP/56c/45SC7SIECAAAECBAgQIECAwGsCaaPM16TXlsHEBAgQINBBwC8AO6AKSYAAAQIECBAgQIDAfAKafvOtmYwJECBAoEzA3wFY5mQUAQIECBAgQIAAAQIECBAgQIAAgSkFNACnXDZJEyBAgAABAgQIECBAgAABAgQIECgT0AAsczKKAAECBAgQIECAAAECBAgQIECAwJQCGoBTLpukCRAgQIAAAQIECBAgQIAAAQIECJQJaACWORlFgAABAgQIECBAgAABAgQIECBAYEoBDcApl03SBAgQIECAAAECBAgQIECAAAECBMoENADLnIwiQIAAAQIECBAgQIAAAQIECBAgMKWABuCUyyZpAgQIECBAgAABAgQIECBAgAABAmUCGoBlTkYRIECAAAECBAgQIECAAAECBAgQmFJAA3DKZZM0AQIECBAgQIAAAQIECBAgQIAAgTIBDcAyJ6MIECBAgAABAgQIECBAgAABAgQITCmgATjlskmaAAECBAgQIECAAAECBAgQIECAQJmABmCZk1EECBAgQIAAAQIECBAgQIAAAQIEphTQAJxy2SRNgAABAgQIECBAgAABAgQIECBAoExAA7DMySgCBAgQIECAAAECBAgQIECAAAECUwpoAE65bJImQIAAAQIECBAgQIAAAQIECBAgUCagAVjmZBQBAgQIECBAgAABAgQIECBAgACBKQU0AKdcNkkTIECAAAECBAgQIECAAAECBAgQKBPQACxzMooAAQIECBAgQIAAAQIECBAgQIDAlAIagFMum6QJECBAgAABAgQIECBAgAABAgQIlAn8p2yYUQQI9BD48ePHadifP3+ejjGAAAECBAgQIECAAAECBAgQIJAT0ADMyThOoEKgpJFXEe6XoSG2JuAvJB4QIECAAAECBAgQIECAAAECFQIagBVYhq4h0LNZN4JQWp/G4QgrIgcCBAgQIECgVCDdx4Rz7GVK5YwjQIAAAQLHAj/++lD15wuPjTy7I7DdnO0McWgQAS/xQRZCGgQIECBAgMChwJX9pX3OIaknCRAgQIDAPwJ+AfgPxfh3rmyKxq9KhgQIECBAgAABAgSuCfTcH6/aXNwzW7XWa1eVswgQILCmgAZgx3Xd+3DtOJ3QBAgQIECAAAECBAg0EvjSXj7UqgnY6MIRhgABAoMK/DloXtOn9aUNw/SLpQACBAgQIECAAIHXBTSgXl8CCRAgQIDAwgJ+Abjw4iotL/D2BvOpBvHbdeZXwDMECBAgQIAAgd8F4t7lqb3S7xk4QoAAAQIE1hTQAFxzXR+pKm7QHplssUnYLbagyiFAgAABAgSaCpTslTQJm5ILRoAAAQKLC/i/AHdc4B6bkpLNUMeShCZAgAABAgQIECCwtECPPfzoYL5jjL5C8iNAgMB9AQ3A+4bFEWo3Ez6Ii2kNJECAAAECBAgQIECAAAECBAgQyAj4I8AZmB6Hcw29vcZgbmyPvMQkQIAAAQIECBAgQIAAAQIECBBYV0ADcIC11ewbYBGkQIAAAQIECBAgQIAAAQIECBBYVODPRetSFgECBAgQIECAAAECBAgQIECAAAECfwloALoMCBAgQIAAAQIECBAgQIAAAQIECCwsoAG48OIqjQABAgQIECBAgAABAgQIECBAgIAGoGuAAAECBAgQIECAAAECBAgQIECAwMICGoALL67SCBAgQIAAAQIECBAgQIAAAQIECGgAugYIECBAgAABAgQIECBAgAABAgQILCygAbjw4iqNAAECBAgQIECAAAECBAgQIECAgAaga4AAAQIECBAgQIAAAQIECBAgQIDAwgIagAsvrtIIECBAgAABAgQIECBAgAABAgQIaAC6BggQIECAAAECBAgQIECAAAECBAgsLKABuPDiKo0AAQIECBAgQIAAAQIECBAgQICABqBrgAABAgQIECBAgAABAgQIECBAgMDCAhqACy+u0ggQIECAAAECBAgQIECAAAECBAhoALoGCBAgQIAAAQIECBAgQIAAAQIECCwsoAG48OIqjQABAgQIECBAgAABAgQIECBAgIAGoGuAAAECBAgQIECAAAECBAgQIECAwMICGoALL67SCBAgQIAAAQIECBAgQIAAAQIECPwHAQECBAgQIPDHHz9+/PiH4efPn//cd4cAAQIECBAgQIAAAQKzC/gF4OwrKH8CBAgQuCUQGn9p8y8E2z6+NYGTCRAgQIAAAQIECBAg8LKAXwC+vACmJ0CAAIF3BDT53nE3KwECBAgQIECAAAECzwtoAD5vbkYCBAgQeFFA4+9FfFMTIECAAAECBAgQIPCKgD8C/Aq7SQkQIEDgDQHNvzfUzUmAAAECBAgQIECAwNsCGoBvr4D5CRAgQOARgZrmn/8JyCNLYhICBAgQIECAAAECBB4S8EeAH4I2DQECBAiMK6DhN+7ayIwAAQIECBAgQIAAgfsCGoD3DUUgQIAAgcEFcr/+0/gbfOGkR4AAAQIECBAgQIBAEwF/BLgJoyAECBAgMJuA5t9sKyZfAgQIECBAgAABAgSuCmgAXpVzHgECBAgQIECAAAECBAgQIECAAIEJBDQAJ1gkKRIgQIAAAQIECBAgQIAAAQIECBC4KuDvALwq5zwCBAgQ+KTA9u8T9EeJP3kZKJoAAQIECBAgQIDAVAJ+ATjVckmWAAECBN4U2Db/Qi57x97M0dwECBAgQIAAAQIECBDYCmgAbkU8JkCAAAECBAgQIECAAAECBAgQILCQgAbgQoupFAIECBAgQIAAAQIECBAgQIAAAQJbAQ3ArYjHBAgQIECgQsDfAViBZSgBAgQIECBAgAABAq8IaAC+wm5SAgQIECBAgAABAgQIECBAgAABAs8IaAA+42wWAgQIECBAgAABAgQIECBAgAABAq8IaAC+wm5SAgQIECBAgAABAgQIECBAgAABAs8IaAA+42wWAgQIECBAgAABAgQIECBAgAABAq8IaAC+wm5SAgQIECBAgAABAgQIECBAgAABAs8IaAA+42wWAgQIEHhJ4MePHy/NbFoCBAgQIECAAAECBAiMIaABOMY6yIIAAQIEBhfQSBx8gaRHgAABAgQIECBAgEBWQAMwS+MJAgQIEFhV4OfPn6uWpi4CBAgQIECAAAECBAj8JqAB+BuJAwQIECCwikDvX+1pJK5ypaiDAAECBAgQIECAwNoCGoBrr6/qCBAg8FmB3s2/z8IqnAABAgQIECBAgACB6QT+M13GEiZAgAABAjcE3vjVXtqMfGP+G1xOJUCAAAECBAgQIEBgAQG/AFxgEZVAgAABAmUCV5tvaQOvbKZ/R23P3T7+d6R7BAgQIECAAAECBAgQ6COgAdjHVVQCBAgQeFlg2+zbPu6dXmj0afb1VhafAAECBAgQIECAAIESAX8EuETJGAIECBB4VCBtnN1p3N0596zgXOw097MYnidAgAABAgQIECBAgMATAn4B+ISyOQgQIECgWGDbQNs+Lg7UaGDp/GFcydhc47BRusIQIECAAAECBAgQIEDgNwG/APyNxAECBAgQIPC3QK6hlzbxcmP2DNPz9p53jAABAgQIECBAgAABAj0ENAB7qIpJgAABApcEappplyaoOOksl7Pnt1Np/m1FPCZAgAABAgQIECBA4CkBDcCnpM1DgAABAtMInDX3zp5PC9X4SzXcJ0CAAAECBAgQIEDgDQENwDfUzUmAAAECxQJPNdBqmnolyT+Vd0kuxhAgQIAAAQIECBAg8G0BDcBvr7/qCRAgMIxA6wZcTWGt5tb0q1E3lgABAgQIECBAgACBpwQ0AJ+SNg8BAgQILCug8bfs0iqMAAECBAgQIECAwBICGoBLLKMiCBAgsKbA6I210fNb86pQFQECBAgQIECAAAECtQJ/1p5gPAECBAgQWE3gSiPvyjmruamHAAECBAgQIECAAIE5BDQA51gnWRIgQOCTAq3+br4zvJp5QuNP8+9M1PMECBAgQIAAAQIECIwk4I8Aj7QaciFAgACB3wRic6510y3G/W3CzIHW82emcZgAAQIECBAgQIAAAQLNBX789YXmZ/OoAhIgQIAAgQsCJU25Ox9bJfG3ad+ZbxvLYwIECBAgQIAAAQIECLwhoAH4hro5CRAgQCArUNOkO2vO1cTaJnQWezveYwIECBAgQIAAAQIECIwqoAE46srIiwABAh8WuNO4u8um8XdX0PkECBAgQIAAAQIECIwm4O8AHG1F5EOAAAEC//xPNp5sBGr8ufAIECBAgAABAgQIEFhVwP8FeNWVVRcBAgQWEHiiKRfmeGKeBZZDCQQIECBAgAABAgQITCrgF4CTLpy0CRAg8BWB2Jxr+WvAGPMrhuokQIAAAQIECBAgQODbAhqA315/1RMgQGAagW3TrqYhuD13mqIlSoAAAQIECBAgQIAAgQYCGoANEIUgQIAAgecFNPWeNzcjAQIECBAgQIAAAQJzCvg7AOdcN1kTIECAAAECBAgQIECAAAECBAgQKBLQACxiMogAAQIECBAgQIAAAQIECBAgQIDAnAIagHOum6wJECBAgAABAgQIECBAgAABAgQIFAloABYxGUSAAAECBAgQIECAAAECBAgQIEBgTgENwDnXTdYECBAgQIAAAQIECBAgQIAAAQIEigQ0AIuYDCJAgAABAgQIECBAgAABAgQIECAwp4AG4JzrJmsCBAgQIECAAAECBAgQIECAAAECRQIagEVMBhEgQIAAAQIECBAgQIAAAQIECBCYU0ADcM51kzUBAgQIECBAgAABAgQIECBAgACBIgENwCImgwgQIECAAAECBAgQIECAAAECBAjMKaABOOe6yZoAAQIECBAgQIAAAQIECBAgQIBAkYAGYBGTQQQIECBAgAABAgQIECBAgAABAgTmFNAAnHPdZE2AAAECBAgQIECAAAECBAgQIECgSEADsIjJIAIECBAgQIAAAQIECBAgQIAAAQJzCmgAzrlusiZAgAABAgQIECBAgAABAgQIECBQJKABWMRkEAECBAgQIECAAAECBAgQIECAAIE5BTQA51w3WRMgQIAAAQIECBAgQIAAAQIECBAoEtAALGIyiAABAgQIECBAgAABAgQIECBAgMCcAhqAc66brAkQIECAAAECBAgQIECAAAECBAgUCWgAFjEZRIAAAQIECBAgQIAAAQIECBAgQGBOAQ3AOddN1gQIECBAgAABAgQIECBAgAABAgSKBDQAi5gMIkCAAAECBAgQIECAAAECBAgQIDCngAbgnOsmawIECBAgQIAAAQIECBAgQIAAAQJFAhqARUwGESBAgAABAgQIECBAgAABAgQIEJhTQANwznWTNQECBAgQIECAAAECBAgQIECAAIEiAQ3AIiaDCBAgQIAAAQIECBAgQIAAAQIECMwpoAE457rJmgABAgQIECBAgAABAgQIECBAgECRgAZgEZNBBAgQIECAAAECBAgQIECAAAECBOYU0ACcc91kTYAAAQIECBAgQIAAAQIECBAgQKBIQAOwiMkgAgQIECBAgAABAgQIECBAgAABAnMKaADOuW6yJkCAAAECBAgQIECAAAECBAgQIFAkoAFYxGQQAQIECBAgQIAAAQIECBAgQIAAgTkFNADnXDdZEyBAgAABAgQIECBAgAABAgQIECgS0AAsYjKIAAECBAgQIECAAAECBAgQIECAwJwCGoBzrpusCRAgQIAAAQIECBAgQIAAAQIECBQJaAAWMRlEgAABAgQIECBAgAABAgQIECBAYE4BDcA5103WBAgQIECAAAECBAgQIECAAAECBIoE/lM0yiACBAgQIECAAAECBAgQIECAwEcEfvz48U+lP3/+/Oe+OwRmFdAAnHXl5E2AAAECBAgQIECAAAECBAg0F0ibfyH49vF2Qg3CrYjHIwpoAI64KnIiQIAAAQIECBAgQIAAAQIEphDQIJximT6fpAbg5y8BAAQIECBAgAABAgQIECBAgEAvgaMGoV8P9lIXdyvgfwKyFfGYAAECBAgQIECAAAECBAgQIPCAQGgOHjUIH0jBFB8R0AD8yEIrkwABAgQIECBAgAABAgQIEDgXeONXeRqB5+tixD2BH39d2P53NvcMnU2AAAECBAgQIECAAAECBAh8UKDXr/e0aj54MXUuWQOwM7DwBAgQIECAAAECBAgQIECAwDcF7jQINQG/ec30qtr/BKSXrLgECBAgQIAAAQIECBAgQIDApwVyTbw7jcFPgyr+soAG4GU6JxIgQIAAAQIECBAgQIAAAQIE6gXSxuAIzcBeOaR11is5o6WABmBLTbEIECBAgAABAgQIECBAgAABAhUCoUnWqwF3lMYTc6ZzaAYerUb/5zQA+xubgQABAgQIECBAgAABAgQIECAwhEDalHsyoTivRuCT6v/OpQH4r4V7BAgQIECAAAECBAgQIECAAIElBWID7u3iYh4agc+uxJ/PTmc2AgQIECBAgAABAgQIECBAgACBpwRCwy023Z6as2SeEXMqyXvWMX4BOOvKyZsAAQIECBAgQIAAAQIECBCYXqBnI6w2dqtf5ZXOG8a1mnP6C6FzARqAnYGFJ0CAAAECBAgQIECAAAECBAjsCZQ2yvbOPTpWE7dHA24b8ygfTcCjlWz3nAZgO0uRCBAgQIAAAQIECBAgQIAAAQJFAkdNsW0DrSjgX4OOYm5jXJ1jG6fkcZyrJr+SuMaUC2gAllsZSYAAAQIECBAgQIAAAQIECBC4LXDUCIvNsppJjuJt41yJv41x9XGYuybXq/M473cBDcDfTRwhQIAAAQIECBAgQIAAAQIECDQXOGt+1TbnzuKlBdTGTs91f34BDcD511AFBAgQIECAAAECBAgQIECAwMACJY26mgZdSbzIURM3nuN2PQENwPXWVEUECBAgQIAAAQIECBAgQIDAIAIlzbqaJl1JvFB6TcxBqKTRUUADsCOu0AQIECBAgAABAgQIECBAgMA3BXo06kpiavx983o7q1oD8EzI8wQIECBAgAABAgQIECBAgACBQoGSJl0M1bpZ1zpezLPVbY1NqznF+VtAA9CVQIAAAQIECBAgQIAAAQIECBC4IVDb2GrdqIvxtnnE4zdKc+oNgf/3//k/N84+P/U//9//PR/0vxEagMVUBhIgQIAAAQIECBAgQIAAAQIE/hXYNtz+fWb/3t2GXDg/nTONlx6Ps4dj6Zh4/I3bvfxCHqPk94bJk3NqAD6pbS4CBAgQIECAAAECBAgQIEBgeoFcMytXWMsmV8tYuXxbH6/16jn/jH4tPDQAWyiKQYAAAQIECBAgQIAAAQIECGQFahtAozZpVqkju1APP/HEOm/XLD5+Yu6HOQ+n0wA85PEkAQIECBAgQIAAAQIECBAgUCIQGyslY8/GhFgjNWhqa3sj9zBnbZ5n63D3+aN8zoy2556Nr801jd86dm0uT4zXAHxC2RwECBAgQIAAAQIECBAgQGBygbRhMnkpxenX1vyFRlIpXq1dGnfv3L1j6Tl37Pdi34mX5jXKfQ3AUVZCHgQIECBAgAABAgQIECBAYFCBvQbJoKk2Sau23tWaRXcRz/x6eJ3NWVtTGq9HvrX53B2vAXhX0PkECBAgQIAAAQIECBAgQIDAEgJp06ekoBkaQ6Gmp/Is8Xsql5L1Kx2T1jVj/qHOP0uLNY4AAQIECBAgQIAAAQIECBAgsKJAaPCkTZ6zGkMTaMRG0Js5lfiV5lc67mydejxfe630yOFKTL8AvKLmHAIECBAgQIAAAQIECBAgQGBXINe8KWkQ7QbsdPBKPrnaOqXYLGystVf+Mf5RwrVzh/ElcY/m7PlczK22rp45HcXWADzS8RwBAgQIECBAgAABAgQIECDw31+7xYbHGUcYd7cpcvf8oxxL60hj9MwnnafF/ZBrrsZ4vFU9Md5R3nfmKj23JI+jHO88F+YuzfPOPHfP1QC8K+h8AgQIECBAgAABAgQIECDwAYHY5Hiz2XKH+UreseY784547p5Faa175+ZqLI2ZO7/0eM08NfmXzh9i1uRQGrflOA3AlppiESBAgAABAgQIECBAgACBxQXSRkeumXKnIZLGb0GZy/Eoduscjubq8VzIv7bu2vFneY9qmMtrr/7t2L0xZw6jPK8BOMpKyIMAAQIECBAgQIAAAQIECEwmcNRoCs2SbQPlrLza8Ufxaps1Lec+yuup52I9tQ5384vz3o0z4vmhtqc9Wzn4vwC3khSHAAECBAgQIECAAAECBAh8UOCo4RObJfH2iOcoztF5e8+VzBfPC/O2nDvGHeX2qdqecAzrmv77hvFTnq1r8wvA1qLiESBAgAABAgQIECBAgACBjwmEpkiu6ZY7nhK1aqqUzBXnbTVnjDfybay1xqe0nhi7dPzVcXu57x27Gn/18zQAV19h9REgQIAAAQIECBAgQIAAgQcEQiPoSkOmVQOpdO5W8z1A2nyKvdpL3dJk9uKkz696/4rVKBYagKOshDwIECBAgAABAgQIECBAgMDkAqExVNMkadFIKp2vxVyTL89u+lx2WX45WHqN/XLSYA/8HYCDLYh0CBAgQIAAAQIECBAgQIDAzAKhoVTSVCoZc+QQmjI1jZmasUfzeu4dgbvXS23WYb7aa6x2jifH+wXgk9rmIkCAAAECBAgQIECAAAECHxA4a7bdaeacxT7iDefemfsotuf6C6Rrd+c6KMm0Jn6aV0nsN8ZoAL6hbk4CBAgQIECAAAECBAgQIPBRgavNkpqGzEdpP1X21etoD+nqtdUyh728Wh7TAGypKRYBAgQIECBAgAABAgQIECCQFbjSMLnanMkm4QkCfwncua6uXMdvo2sAvr0C5idAgAABAgQIECBAgAABAgR2Be40afYCzti42avDsesCd66pma8fDcDr14wzCRAgQIAAAQIECBAgQIAAgY3AnQZLGqpVnBBz5sZNauJ+vcDd62iVa0cDsP7acQYBAgQIECBAgAABAgQIECBQKVDaSLnbsEnTKp0zPcf9OQVcN8frpgF47ONZAgQIECBAgAABAgQIECBAoFDgbhPm7vkxTY2/KLH2bavrJSqtfN1oAMZVdkuAAAECBAgQIECAAAECBAhcFjhqxpQ0Vo7OL0mqZI6SOMbMIXD3eolVfuW60QCMK+6WAAECBAgQIECAAAECBAgQaC7Qs8HSM3ZzCAGHEvjataMBONTlJxkCBAgQIECAAAECBAgQIDCfQO7XWK2bLK3jzSct4ysCrps//tAAvHLlOIcAAQIECBAgQIAAAQIECBBoKhCaNNtGosZNU+Klgu1dL6FA18z+MmsA7rs4SoAAAQIECBAgQIAAAQIECBQIbJt28ZQrjZgr58T53H5PwPVSvuY//sL6WT7cSAIECBAgQIAAAQIECBAgQIDAvwItG4D/RnWPAIGWAn+2DCYWAQIECBAgQIAAAQIECBAg8B0Bzb/vrLVK5xbQAJx7/WRPgAABAgQIECBAgAABAgQIECBA4FBAA/CQx5MECBAgQIAAAQIECBAgQIDAnoBf/+2pOEZgTAENwDHXRVYECBAgQIAAAQIECBAgQIAAAQIEmghoADZhFIQAAQIECBAgQIAAAQIECHxHwK//vrPWKl1DQANwjXVUBQECBAgQIECAAAECBAgQIECAAIFdAQ3AXRYHCRAgQIAAAQIECBAgQIAAgT0Bv/7bU3GMwNgCGoBjr4/sCBAgQIAAAQIECBAgQIDAMAK55t8wCUqEAIFdAQ3AXRYHCRAgQIAAAQIECBAgQIAAgVKBnz9/lg41jgCBFwQ0AF9ANyUBAgQIECBAgAABAgQIEJhNIPfrP82/2VZSvl8U0AD84qqrmQABAgQIECBAgAABAgQIECBA4DMCGoCfWWqFEiBAgAABAgQIECBAgACBawJ+/XfNzVkERhHQABxlJeRBgAABAgQIECBAgAABAgQmEvBHfydaLKl+XkAD8POXAAACBAgQIECAAAECBAgQIJAXyP36L3+GZwgQGE1AA3C0FZEPAQIECBAgQIAAAQIECBAYXMCv/wZfIOkR2AhoAG5APCRAgAABAgQIECBAgAABAgT+FvDrP1cCgTUENADXWEdVECBAgAABAgQIECBAgACBpgK55p9f/zVlFozAIwIagI8wm4QAAQIECBAgQIAAAQIECMwjkGv+zVOBTAkQSAU0AFMN9wkQIECAAAECBAgQIECAwMcFjpp/fv338YtD+dMKaABOu3QSJ0CAAAECBAgQIECAAAECBAgQIHAuoAF4bmQEAQIECBAgQIAAAQIECBD4hIBf/31imRX5QQENwA8uupIJECBAgAABAgQIECBAgMBWQPNvK+IxgXUENADXWUuVECBAgAABAgQIECBAgACBSwKaf5fYnERgGgENwGmWSqIECBAgQIAAAQIECBAgQKC9gOZfe1MRCYwmoAE42orIhwABAgQIECBAgAABAgQIECBAgEBDAQ3AhphCESBAgAABAgQIECBAgACBmQT8+m+m1ZIrgesCGoDX7ZxJgAABAgQIECBAgAABAgSmFdD8m3bpJE6gWkADsJrMCQQIECBAgAABAgQIECBAYG4Bzb+510/2BGoFNABrxYwnQIAAAQIECBAgQIAAAQITC2j+Tbx4UidwUUAD8CKc0wgQIECAAAECBAgQIECAAAECBAjMIKABOMMqyZEAAQIECBAgQIAAAQIECDQQ8Ou/BohCEJhQQANwwkWTMgECBAgQIECAAAECBAgQqBXQ/KsVM57AOgIagOuspUoIECBAgAABAgQIECBAgMCugObfLouDBD4joAH4maVWKAECBAgQIECAAAECBAgQ+FXg58+fvx7wiACBJQU0AJdcVkURIECAAAECBAgQIECAAIG/BY5+/ceIAIFvCGgAfmOdVUmAAAECBAgQIECAAAECHxQ4av759d8HLwglf1bgP5+tXOFdBNIPFx8mXYgFJUCAAAECBAgQIECAwG0B39duEwpAYCoBvwCcarnGTjZt/oVMt4/Hzl52BAgQIECAAAECBAgQWEsg951M82+tdVYNgRIBDcASJWMuC+Q+cC4HdCIBAgQIECBAgAABAgQIECBAgECVgAZgFZfBBAgQIECAAAECBAgQIEBgfIHcjzH8+m/8tZMhgR4CGoA9VD8YM/fh8kEKJRMgQIAAAQIECBAgQOBVAd/PXuU3OYEhBfxPQIZclnmSOvtg8V+X5llLmRIgQIAAAQIECBAgML/A0Xc038/mX18VELgq4BeAV+Wcd/o/+fDh4iIhQIAAAQIECBAgQIDAcwKaf89Zm4nAbAJ+ATjbig2S79EHS0hxxubfWU019DPWX1Pfm2PTdeL85kqYmwABAgQIECBAYCSBdJ+8zcu+eSviMYHvCWgAfm/Nb1V89KESA8/y4VJSS6yp9jbEnsWhtrY3x2/XbHXnbb2uqTevPnMTIECAAAECBOYUsIecc91kTaC1gAZga9GF422bEdtSZ/hgOathW5PH4wus2gTcu1ZXrXX8q0yGBAgQIECAAIGxBfb2jiHjGb6jjS0rOwLrCGgArrOWXSvJfaDESWf4YDmrIdbidj6Bo8bY3rqPfr3u5TzfqsiYAAECBAgQIEDgCQF7xyeUzUFgfgENwPnXsHsFZx8oozdTugOZ4DGBcK3lrsdwfHstHo3dJr09d/u8xwR6C6TX6xvXYzp/qPWNHHobiz+PQHo9uhbnWTeZEiAwloD3z7HWQzYE3hbQAHx7BSaff7UPlav1pF9UJl/S4dMPa5TzDsdbreHVOMMDSnBIge01HR8/dR3G+VKcO6+nNI77BGoFtteja7FWcL3x22viqffG9ST/rij1fNMyzSNk9mYuM6/11jHWwjNKuCVAIAr8Ge+4JbAncPSBMtuHyl6+4Vj6757B2bGc0dl5nr8usLeWMVqr9WgVJ+ZVc3tUX00cY+cXePM6DHpvzz//CqqAQJlAeK3Ff8vO+M6ovfchVtfXf+u5fXw9ct2Ze/PuHauLajQBAgQIHAloAB7pfPy5FT+E02ZfiybLikazXPYl61cyZpZ65fldAe8z3117lX9DYPsa3z7+hsK1KlnVuY3iNUoedXpzjbYHnmu9ZEvgKQF/BPgp6YXmefoDZW+T8HQOe8u3l1ccN0J+MZc3bo9s0nzuOoXzz+YqGZPmNML9XE13vXrVlss3zjdq3v9/e3e7LKuNJArUx9Fx5znuvP8zzTzH3D++R+2RjTlISCBACasjHFUF+shcSe1iZ9e2c3wzPO5dp8n4Kse9+s3gIwYCbxXw/ntrZeVVEnDNl2SOHed5zM0sAl8V0AD8auV38i59mFz1C+hWOKUY0th07s5YtuIrHZs1rlK8o4/X6rbeq2fsem7t9VXr1vb84rlW5zTuje+LZf4j8ktrLNdcX1NXONb2S/uPyGudh9cEagJ712RtrnPvFNj72fjOrN+Z1d7722fOO+suKwIE5hHQAJynFtNEsvfhfHWgT++/l18tvtE3LrW91nGO3nu9vtf3CJRqPlt9S3Heo9S/yzLeEZbL9VI06fWIdfMa6/VzxqP2yTHnddePOY71ca8JEBgnUHqfe//9apxNSma/znCkR2DkZ0tp31rtcn1Lcx3vE+DZ52U0gS8JaAB+qdoNuT754Vzbeyv0O25W1vv2xrie3/L66B7reT78W7TLY57wW9ewHJ0zPQJr1/T6TH3X6/XE0jo2xVfa52z8KYbS2uncGZs03/8IjBY4ck2ur/Eja4zOw3oEnha4+rOllN/6/bgc57251PCcAAEC1wr4j4Bc6/ua1a/8cE43BbUbg1kQ92I8azTaYS/eq1zPOlwV1966Ke7lP3vj7zwf1fROozv2Gv0e3Yu5Vver3t+1PffidZ7A0wL5Pbr1/tg69mS8pXi8B5+syjf2rl1jpevyjExtzVosZ/b80ty14fr1lyzkSoDAvoBvAO4bfWZE6QP6qg+S0n5b4CmGrfHp2FXx5Ti29s3n8uOZGFrWz/tEedzzeCrnvbie9C2ZzBpzimsZ8zLO5fEnTWt7pxiXMdfGpnN7OfWstbfX8vzaeXmuN4c8dy+XPM4jgdkFXMuzV0h8swpc8dmylWvtPXrV5+ZWHG8/xvLtFZYfgXECGoDjLF+50ugPlNqNwBbgcv/0vHf+1pqtx1r3WsbYunYe17pHHv+WxzNma4Mtw5Hrr/fz+m+BrzhvXWN/K1z/J7PJuRRDOt5Th9I6KZ+edZb5e07gDoHatXvH/iP3KOXiPThS2Vp7AiM/W/b2Wp93ra9FvCZAgMA9AhqA9zh/fpfSzW4JpufGIK/dM6e0bzqe16uNyefO7Dlyn561cuwe5xEo1e/M9TVPds9Hkhy3jNOxPeOtecuM9uYvx555XsohrdmSRx5XiuGuPEr7Oz6nwN71f1fUI+KY5Rofkctd7vZ5v8CIz5aSkmu9JDP2+NJ5lp9zYzO0GgECIwU0AEdqWusXgeWH0i8nNw7sfXDt3ajkJffWyePy4+g487pnHntyqLmcicHc5wR66v9clL/u3Pte+nWFe4+keEvWe7mU5l2VQe19XssjxVPL5e48rvKx7liB2jUzdqdrV4tyfUeJ89pqWf0JgTOfLaV4az8/XOsltf7ja+f0mm+/oxkEviSgAfilat+Y6/oDaW/r0R9Wvfvvxbc8PzrW5drp+ZH1r8x3HZ/XYwW+ULsj1/RY5T/fVyXrdHwdY2lsjms9Ph+/+jHtW4ptK4+r47E+gRkFnnp/7lmU3ruzxruXz93nS353x/HG/UZ+ttTq5Fp/49UjJwIEIgloAEaqVoBYax/6W+EfuRGo3aRs7THq2JFY895Ll7zOOo98PM9pfVyu3TrHuLkFjl4Lc2c1d3TpfZTd995TedxTGaX9SzEu88jxlcam80/nkmP0SOCMgOv4jJ65BP4U6P1s2XLzebOl4hgBAgTmEfjx84f9H/OEI5InBc58aNfmbuU06rLr3Xcrlr1jZ2PdivHsmjnmrbXzuVF75PVmfdwyiJL7VuzJOUr862siQj6lGNe5lF7PVJtaLjnOljGlXB0nULt+ntDJ1/UTe4/Yc8szek4jXFrW2LJL8/i16PWNKVnveR+d1xed0UuBkrn3xVLJcwIElgK+AbjU8LwoUPqAKU4onBj9gZTXGxXfMuy89vJYlOeRY49i/GSc6+t95nrPFluOZ23YUs88t2XsHWNSPKU8SsdzXLPlkuPyOJfAE9fJ1rX7RByjK7GV1+g9rHe/wLKub7hOk2DKY5nXUjUd38qzND6vt1zD8+sFSnW6fmc7ECAwu8DvswcovvgC6UYh/3NVNiPWz2vkx6tiHbFu+mAv3Wyl+P0vrsBe/bbqvnXsboEZYujJec95vVbv+PX8q14fievInKvity6BpUC0nyPL2KM/T/bLf2bKp3RdPP2zbB3X+vVMhr2x1GzXea5fL/eqrbMc5/kxgZpvrS7HdjOLAIE3CPgG4BuqOCiH9CEy8sOi9qE0KORflnliz1+CuPjAyBpdHKrlBwvUap/OPXX91+IaTDB0udafeU+5tibbmkfresYRIHCPwAw/W0o/v5/8TFnql+Jbjpnp+SxuI0xaPltq9Znh+h7hMPsatTq96XqcvQ7iIxBFwDcAo1TqpjhHfFinNUasc1PKobap3WilRLj/Wc49pxmK3hNjGtsyvmXM6Nxre7oeR2uX12u1bh1X3skZAvcKuGav8W75XKn9fL8mqn+uWtt/5uuiFvc/M4z7quX6iZtdvMhr74cvXI/xKiZiAs8J+Abgc/bT7rz+EGn94FjPmzbBoIHt1eGr/invPZsoJV/X8Eheec56rSsM8l5ba9+x/9a+Pcdq8S/X2RoXIb9lDp4TmF1g6302e8xR4+uxTmOf+HlXi/GJeHpr/ZRbb5x745N1rRal+RFqVIo96vFard5yPUatjbgJzCSgAThTNSaNxYf4s4VpufFSo2drdMXuLXWv7Xv1zV4tvgjXYy3+mms+d7Vv3qf1sTWfPC5CjVpzN47A7AL5ffd0nLPE8bTDXftn7+g/b1P8OZcWu+j5tuQ465jeWs2ah7gIELhOQAPwOlsrEygK9NxIFRf5ecJN1p866xue6C4t10fOsTY2n8tja9fSqHN37nU05uxydP5s847kk+dEqNeed84ljXtDPnv5fun8m+t5Z27L98iR6yfNvyvevVjviuOIU2lOzili7DmnFHvOIx/beoyc41Y+EY+VanXn+ziim5gJfEXAvwPwK5WW5+sE3GT9s6TJI//zzzOxXu3dYK9zbLkO0pp767YqjVxruWded1Scy7WXz2vrZ9sW0+WaTz6v5dMS19n5LXtcOWYd//r1lXtbm0AEgdb3RP7592ROe7HO9rO5N56cX3rM/zzp3bt3b7696xt/vUC+Bq/fyQ4ECMwqoAE4a2XE9RqBK26YrljzNeCBE9m7MSvVvXR8TZF/4djbZz0vv96b1xpHXi8/rtddv87jzj7W1l3Hnl6vjy33r51bjrvyeS2ftO9eDjm2vXXyOI8ECMQRSO/rlvf2+udE6Wdby1pndPbWL8V1Zs8zc1t913us81y/Xo+f6XVLrC1jZsrprbHU3i9q9Naqy4tAm4A/AW5zMorAKYH0QTzqA7f2oX4qSJOnFWipeR7Tep2tx+X5WwjrsVtjavO3xt99rJZDLfbaubtzWO5XyyeNW8adn9fmpHN53HIfzwkQiCVQe5+vM+l9z1/1c2Iv5t4413mOft0S796Y0TFdvd7b8rnaa4b10/umVLd0fLb31QxmYiDwBQENwC9UWY5TCOQP2tKHcS3IPLc2xrl3CvTWPo0/co0dmZPFe2PM82qPd92cXhF7La8R52q1quWzd23cZT7CwBoECPwqUPvZsBxd+zmRxtV+Voz8OdES716sy7zueN4SczZMj63j74j96B69OeTxs9XuaP6R59Xey5HzEjsBAscFNACP25lJ4JCAG6JDbJ+cdPRayfPyTfiVeHmvK/c4u3bJIULsZ3Nfz085lzzS2HQuussbcljXzWsCNYHae3o5r+e9XftZMeI91hJzT7zLPK96fiTmmuNVcY5ct5bzXm4jrpORuXx1rVKd1OerV4S8vy7g3wH49StA/gQIPCJQ+8Umnaudbw141Dpb+41cu5Rr7RePrZi2jpXWKO25tcZMx0r5pBhbc9qrXdqjts9MHq05zxSzWLYF1rVcv96e9e2jPe/VI561OWd+RrTMre39RNX3Yk7xlmKunXsilxF75lzzY2nNPbfSPMcJECBA4BoBDcBrXK1KgACBXYGtG+etY7sL7QxIay7/2Rm+e/qKGHc3PTDgbb941PI5UpO9OWm/2p4HSmIKgarAyJ9T1Y1ecLL1vZlNj6Zc+znRGsNy7705Z+Nd7nXH8554tyy3jt0Rd8see7XKa+zl0LpOXs/jeIFSjdRmvLUVCcwu4E+AZ6+Q+AgQeLVA6absyqSXe/bc/C3njY4vrd0Ty5n9r8zjTFy1uTWbM/m0uOe9a/vkMSmH2rhajs4RILAvsHyv1UaPfB+2/JyoxZLOtcQ9Mua9eEacPxLvkTkjYu1do1avrRzSsdqcdG45bzl2ebw3TuPbBfZq1L6SkQQIRBb48fOHwR+RExA7AQIECLxDYPkLQc7ozEfU6PVyTE88buWS4jjjs8yjtP5yTGm/rbmj4lrvv/X66f23YnKMwFJgxDW6tcZyj+Xzq95/ezGU9t2bl2IvzV3m9fTzZR4R4j3qtcxzvUZL3nvzt863rLuOZev11trrcaP2Wq8b4XXJ58smEeomRgIjBXwDcKSmtQgQIEBgGoF0Q7u82Y16g7vM4SrcbLO3Vz6fx18Vj3UJEPhTIL/nWjyefl/2xLrMZ2Tc6xhGrj1yrWX+UZ635p/GreuQcywdz+fPPLauvRzXmtOZuGaaW6pNMvmaxUx1EQuBOwU0AO/UthcBAgQI3CoQ/YZ2+YvKGu6K3PKatX1THHu/LOydX+fiNQEC/xTYew8uR+f37fLYFc/TPj1x7cUwOu6t2NbHRu+5l2O082uvo/GPvlaOxrE3L+frutiTcp4AgbcIaAC+pZLyIECAAIFXCeRfTLaSuvqXlZZf3nJ8LWO3cnCMwJcF8vvnrMHVPwvW8Y16v98dd85j6f5UDDmW2R6XNuvYjli1XitH1l7Hd/Z1zn2GWM7msje/VJdk8IX893ycJ/B2Af8V4LdXWH4ECBAg8CqBu27Q0z4te+VfnF6FLBkCkwu0vj+vSOPs3i0/V66Ie72mn11rke3XZ+p1Zu52NOWjI/ZK14TromzsDAEC8QV8AzB+DWVAgAABAi8TmOkXkPRL1UzxvKzU0iHQJTCiydG1YWVwjqX150MeX1ny1Ck/q47zlWo4omZ5jdIex6P+dWbe69czbf8l6jwvxVpbK4+L+phy26rH2/OOWi9xExgpoAE4UtNaBAgQIEDghQL5F6GtXxhemK6UCAwVKP2y3bNJfg/2zLlr7EyxLWPx8+r8FTCyIbT1PljW63y09RWWe7VcGyNzr0f2zNmtejwTiV0JELhTQAPwTm17ESBAgACBwAL5F6iWX54Cpyl0AsMFjr538rzhAX1gwbWdn1vbRd9zGdkIW9dkO6Lrjy7j2Mv/+mjm2mFkvefKTDQECCQBDUDXAQECBAgQCCKw/KXlyZBzHH5xerIK9o4okN87EWMXM4E3CuT35Bc/z1LuX8z7jdexnAi0CviPgLRKGUeAAAECBG4SyL+Q5O3S6/WxfO7Jx1JMpeNXxLrea/36ij2tSYAAgTcIaP68oYrjc3BdjDe1IoFZBHwDcJZKiIMAAQIfF0iNm+VN59cbOVHynyHOGWL4+NtX+gSmFVh+rkwb5MSB+fk6cXEGhJbq6z0yANISBIIIaAAGKZQwCRAg8AUBv2h8ocpyJECAwHUCmhnjbH0mj7OMtlJ6H6l/tKqJl8C+gAbgvpERBAgQIECAAAECBAhMKnCk6ae5US7ml2yOXDtluZhnUr05xKydqAn0CmgA9ooZT4AAAQIECBAgQIDA4wJHmxZfanDVirRu/HzJZe/a+ZJF6RpJRhxKOo4TiCmgARizbqImQIAAAQIECBAg8EmBveZNDWVUQ2Mdw6h1a7FfcS5q3Ect1nU7us7b5qXrgM3bqiofAr8K/Pj5Zv/j18OOECBAgAABAgQIECBAYC6BmZsUfq2a61rJ0fReM7U69q6VYyg91vYqzbnqeCm3mWK8KnfrEviKgAbgVyotTwIECBAgQIAAAQLBBUpNihnS0ih5vgozXx8lnZmum5LfTDGWHB0nQGBfwJ8A7xsZQYAAAQIECBAgQIAAAQKTCZQaVpOFGT6c5KwJGL6MEiDwmwagi4AAAQIECBAgQIAAgRACqQkxY9NHc+S6y2fGel+X7bMrz/r+elbF7gTeI6AB+J5ayoTZeuE7AAA7bElEQVQAAQIECBAgQIDA6wVys+3pxlCO4/XgDyb4dI2vTj3SNZRqESneq2tnfQIRBTQAI1ZNzAQIECBAgAABAgQ+LqAZ8e4LYObm35uvvZTbzPbvvuplR+BaAQ3Aa32tToAAAQIECBAgQIAAAQKTCby5iXeWutQE9C3As7LmE3hWQAPwWX+7EyBAgAABAgQIECBAgMAFApp8x1FLTcDjK5pJgMDTAhqAT1fgpv2//jVuH/43XWi2IUCAAAECBAgQIDBAoLUB5T5/AHbHEr4F2IFlKIHJBH78/IH5x2QxCWewwNebf4M5Ty/nLXea0AIECBAgQIAAAQIECNwgUPpd0u80N+DbgsBgAd8AHAxqOQJ7AqUP0b15Ec+7MYhYNTETIECAAAECBAgQqAv4JmDdx1kCMwpoAM5YFTEReInAyGanZuJLLgppECBAgAABAgQIhBFI9+Aj7+nDJC5QAi8U8CfALyzqVkp+aG+pOPYlAQ3EL1Vbrq0CkT8bvKdbq2wcAQIECBA4J1C7X/B5fM7WbAJ3CmgA3qltr9sFah9Wtwdjw08JuBn6VLn9P+MfKbf39UcKLU0CBAgQ+EWg9nuVz8dfuBwgMKWABuCUZRHUGwVqH5pvzFdOBAgQIFAW8MtS2cYZAgQIEJhToPT7jM+0OeslKgJrAQ3AtYjXBAicFijdHJxe2AIECBD4uIBfsj5+AUifAAECDwuU7vN9Pj1cmBu2L9W+Z2vXSY/W+LH+IyDjTa1I4PMCI3+wj/ig+XxBABAg8BqBp34mjvy5/ppiSIQAAQIECHxAYOS9x3ot9xf3XkC+AXivt90IEHhAYP1B80AItiQwrUDEGy/v6Wkvp6GBRbw2hwJYjAABApMKlD6H/dw+X7CSbVr5bt9aLOcz3V7h7hy3o3jvUQ3A99ZWZgQIPCDwxAflA2nasiDgpqUAE/yw93XwAt4cvp8DN4PbjgCBRwS2Phv9/OsvxZZjbZWrjXvjqcU64tzV+Y6IMdIaGoCRqiVWAgQIECBAILTAbDfWoTEF/5eAX5D+ovCEAIGbBEqfZ34e1QtQcqvP+vvslb5nY/s7yvHPrsx7fLTzrqgBOG9tREaAAAECBAgQ+LfAzDflSkRgS8Ava1sqjhF4l8DWZ5P3/naNt6y2R9aPXuXbE9/RGHr2KCkc3bu03teOawB+reLyJUCAAAECBAh0CIy4Ye/YzlACfwn4Re8vCk8ITClQ+nzw3v3tt5LNmUJe5doa6+j9W/ddm42OY73+m19rAL65unIjQIAAAQIECAQUOPpLQcBUhXyhgF8SL8S1NIH/Fdj6ef3V996WxZEL5U6/vZhniiVb3hlT3vMtjxqAb6mkPAgQIECAAAECBB4V2PtF6tHgbE5gkIBfvgdBvmSZ0s+9L10nJYPWEj9lVYv7qZiyWS22NObp+HKc0R7/FS1g8RIgQIAAAQIECBCYUeDuX0j2fkGa0UhM8QW2rru7r/34iu/JINV+65p4T4bbmZzNeeb3zAyxLWM4a71dwb6j//nbf/RN+N/R//Xb/xyad9Uk3wC8Sta6BAgQIECAAAECBD4oMMMvax9kfzzl5S/sjwcjgFsFSu/5ma6JZYxn4lqucwT5zN5H9ivNKeUxS3zLuLdivSvOo42/Zfzp+SyNQA3AdWW8JkCAAAECBAgQIEDgUYGtX/geDcjmuwJ3/UK+G4gBjwhsvWdnuSZGxLa1Rgv0LAbrWLfyEes/lUY1//KqMzQBNQBzNTwSIECAAAECBAgQIPAKga1fbl+R2MRJzNo8mJjsVaGV3nNPXxdn4yrNLxXv6XxLcS2Pl3KaNfateK+MdXTjb2mfnj/ZCNQAXFfDawIECBAgQIAAAQIECBD4S2DrF/C/Tv58cuUv48t9PJ9boHSdPHV9lOJJii0x1ebXKtGydm3+1edKec0a91a8V8V6dfMv1/apJqAGYK6ARwIECBAgQIAAAQIECBAgQOCQwFajJi10VbNmL8iz8ZTm7+1bO/+UxTKmWl4zxLeMNT3fincZ59b55RrLscvj6+d3Nf/yvk80AX/Pm3skQIAAAQIECBAgQIAAAQIECBwRKDVa9ho0R/bam/PEnnsxpfMpruU/LXNGjynVafQ+I9bbq+Pe+RTD094jHEatoQE4StI6BAgQIECAAAECBAgQIECAwKMCtaZQT/OrZ+zRhJfNqVrcR9cvzbsjt9LeTx5fe2fzu7/9lwye2FMD8Mmrz94ECBAgQIAAAQIECBAgQOAlAqXGUm60XJ1mbZ9SbLWY0pzlP7WxI87lBtWItaKvUarlkTrWLEr71OaMOnd3E/BfowK3DgECBAgQIECAAAECBAgQIPBtgdSgeaKpUttzVNNob51aDD1XxdY6e3v3rP+WsU9da1H9NACjVk7cBAgQIECAAAECBAgQIEAgiEBqal3VxNpqmGWWq/bM6y8fa3vVYlyuUXp+pV9pz6eOl6y2fPOx0pyncphxXw3AGasiJgIECBAgQIAAAQIECBAgEFQgNWW2GjJXNLG29slsuTmUXz/5uI6lFncpzvWc9ZqleZGOr3Nsif3InJZ13zbGvwPwbRWVDwECBAgQIECAAAECBAgQ+IBArfEze3MsxZf/OVqqWv5H15x13pX1/O8f/2/WtIfGpQE4lNNiBAgQIECAAAECBAgQIECAQKlhc0fTqrT3rFXJjcBocY/2LF0bX3cZ5awBOErSOgQIECBAgAABAgQIECBAgMAtAqVm0S2bX7jJV5uBZ+qpQdh2Qfp3ALY5GUWAAAECBAgQIECAAAECBAh0CKTGzFZjJx0707TZWjOHdWbdvMYsjzmXUr75/CzxXhFHa45b40pu6zj/7x//Z33ola81AF9ZVkkRIECAAAECBAgQIECAAIHnBVJjprUR0xJtba2tJlDLmrOPeWte2b1U0zN5l9bMe+a1//O3/8iHXv/oT4BfX2IJEiBAgAABAgQIECBAgACBuQT2GjRb0dbm5IbO1jzH2gRqvm0r9I+6Ys+WNVvG9Gcz9wwNwLnrIzoCBAgQIECAAAECBAgQIBBaQHMuTvnubIzV9jp6zdTWXFehZ+x6bsTXGoARqyZmAgQIECBAgAABAgQIECAQXKCnAVMbe7RZNJIvxZf/GbnuVWvVzGrWI+LZc6rFdnT/0pr/9dv/HF3y9Ly799YAPF0yCxAgQIAAAQIECBAgQIAAAQI1gVIDpjan5dxV67bsncesG2Z7Da487+nHmt0VObSsWYup5lVbe2/NuxtxKY8n9vQfAaldQc4RIECAAAECBAgQIECAAAEClwmkxs1egyaN2frf3rytOXceW8Y9a6wprmWca5/SuZ58Smus92pZs3Wt5dpH5iznv+X5j5/Af7wlGXkQIECAAAECBAgQIECAAAEC8wqUmjG11sTWnNr4u7Pfiq8Ww0yxpzh746/ldvRci8kVcS73veu/CPzEt/9SXfwJ8NGr0zwCBAgQIECAAAECBAgQIEDgUoErmj6jA142kVrWTjmt/9matxyzdX7Usd74R+2b1kl7P7n/Mpc7GnN37LHMafncNwCXGp4TIECAAAECBAgQIECAAAEClwqUmnrrRlDruEuD7Vi8FG/HEn81w7bWWvv0rNs6dmvf1rk9447kMjq2Wgyjvw34ZOMv10UDMEt4JECAAAECBAgQIECAAAECBC4XqDVyclOmZczlgR7coBb7wSX/PS3bnFmjZ+4VeZzNYURMrTGMagLO0PxLddcA7Ln6jSVAgAABAgQIECBAgAABAgROC5QaObk5s3f+dAA3LVDK48j22ebI3FFzjuYzOvZSHKP3SW5HG4GzNP5y7TUAs4RHAgQIECBAgAABAgQIECBA4DaBUhOnFsAVDZ7afiPPHcl3uX/k3Jd5jHi+ZcmnLvuv+mlnCRAgQIAAAQIECBAgQIAAAQJ/C2w1X9LZqxswV6//d4bXPNuKv2R5TQRW/bKAbwB+ufpyJ0CAAIFNgTM3Yls3dpubOEiAAAECBAgQCCjQep/Uek80er2ApH+FXLNo9fxrsRc/KTkxqhfdNwDrPs4SIECAwMsFSjcQR9Nerucm5KiieQQIECBAgEB0geU9UcqldF+Ujq/HrnMvzV2Pi/76K3lGr1PU+DUAo1ZO3AQIECDQJbB3Y9m1WOPgtKcbuUYswwgQIECAAIFXC2zdi+X7pPS4df7VIJIjcLOAPwG+Gdx2BAgQIHCdwKw3jvnm9rrMrUyAAAECBAgQuE/giXsu91P31TfCTlvXoGukXjkNwLqPswQIECAwqcDWh/6kofoW4KyFERcBAgQIECBwWuDOezINntPletUCy2vPtbFfWg3AfSMjCBAgQOBhgeWH+52h9N5I1OLsXevOPO1FgAABAgQIEBghULsXGrF+WsM91ShJ63xNQAPwaxWXLwECBCYWuOOmsZT+qJvJUg6j1i/F7zgBAgQIECBAYEaB0r3RmVjdV53RM/erAhqAX628vAkQIPCgwBU3gq3p3HHDWMrvjr1bHYwjQIAAAQIECDwhULpP6o3FfVWvmPFfF/BfAf76FSB/AgQI3CAw6kavNVQ3hK1SxhEgQIAAAQIE7hVY36cdvU9M89Zr3ZuJ3QjEEtAAjFUv0RIgQCCEwNEbud7kZr3pS3HdZdBrZjwBAgQIECBAYCaB9f2ce6iZqiOWNwloAL6pmnIhQIDAQwJ33Kitbw4fStW2BAgQIECAAAECFwqs7/nuuM+8MB1LE5hGQANwmlIIhAABArEErroZW9/0xVIRLQECBAgQIECAwEiBfG+4vvfMx0fuZS0CbxbQAHxzdeVGgACBiwTWN2BHtnHTdkTNHAIECBAgQIDANwXcO36z7rIeJ6ABOM7SSgQIECBQEXjypm3ZsHwyjgqPUwQIECBAgAABAgQIELhMQAPwMloLEyBA4NsCszTals2/VJH0epbYvn2FyJ4AAQIECBAgQIAAgbsENADvkrYPAQIEXiSQGmjrxtrVTbUj+63nvKgEUiFAgAABAgQIECBAgECzgAZgM5WBBAgQILAUuLrht9xrq5GXjt0ZwzIezwkQIECAAAECBAgQIBBJ4PdIwYqVAAECBAicFdA0PCtoPgECBAgQIECAAAEC0QQ0AKNVTLwECBAgQIAAAQIECBAgQIAAAQIEOgQ0ADuwDCVAgACB+wW2/vw3ReGbfPfXwo4ECBAgQIAAAQIECMQU8O8AjFk3URMgQOD1AqXGX2viZ+e37mMcAQIECBAgQIAAAQIEZhfQAJy9QuIjQIDAxwRaGnd73/4rrbE3bxR1af9R61uHAAECBAgQIECAAAECPQL+BLhHy1gCBAgQuFSgpXF2VxNvdKJR4x7tYD0CBAgQIECAAAECBO4X8A3A+83tSIAAAQIrgZbGX5rS0kQrrdUydxXWoZel/Q8tZhIBAgQIECBAgAABAgQGCGgADkC0BAECBAgcE+hplrU08HrWOxbxsVktsR9b2SwCBAgQIECAAAECBAjsC2gA7hsZQYAAAQKDBXoada3Ns9qarWucTbMWw9m1zSdAgAABAgQIECBAgMBRAQ3Ao3LmESBAgMAhgdYmWU/TrrZmzzqHEjKJAAECBAgQIECAAAECkwtoAE5eIOERIEDgLQK1Jt06x56mXW3dnnXWMYx6PUMMo3KxDgECBAgQIECAAAECMQU0AGPWTdQECBAIJVBr0i0T6W2W1dbtXWsZx5HntViOrGcOAQIECBAgQIAAAQIERgloAI6StA4BAgQI/CLQ2hQ70qyrrX1kvV+Cd4AAAQIECBAgQIAAAQIvEdAAfEkhpUGAAIHZBGoNuhzrkUbd3rpH1szxjH6cKZbRuVmPAAECBAgQIECAAIE4AhqAcWolUgIECIQQ2GvQ5SSONMf21j6yZo7HIwECBAgQIECAAAECBN4qoAH41srKiwABAg8I7DXoUkhHmnRXrTuSKOW1jPNIniPjsRYBAgQIECBAgAABAgSygAZglvBIgAABAocFlo2v2iJHmmItax9Ztxbn0XOzxHE0fvMIECBAgAABAgQIEHingAbgO+sqKwIECNwi0NKcS4EcaYxdufYtODYhQIAAAQIECBAgQIDAJAIagJMUQhgECBCIJNDanEs5XdX8O7JuJGOxEiBAgAABAgQIECBAYJSABuAoSesQIEDgAwIzNP4Ss+bfBy42KRIgQIAAAQIECBAgMExAA3AYpYUIECDwXoGexl9SONKga9njyLrvrYrMCBAgQIAAAQIECBAg0CagAdjmZBQBAgQ+K9DSmMs4Rxt0LXscXTvH5pEAAQIECBAgQIAAAQJfFdAA/Grl5U2AAIEdgZamXF7iaHOudY+j6+f4PBIgQIAAAQIECBAgQODLAhqAX66+3AkQILAh0NqUS1PPNOZa9jmz/kZqDhEgQIAAAQIECBAgQOCTAhqAnyy7pAkQILAt0NKUSzPPNObu2GM7O0cJECBAgAABAgQIECDwTQENwG/WXdYECBD4h8BdTbmWfc40F/+RlBcECBAgQIAAAQIECBAg8G+B3zkQIECAwLcFWppySehsY65ln7N7fLuSsidAgAABAgQIECBAgMC2gG8Abrs4SoAAgdcLtDTkEsKIplzLXiP2eX3RJEiAAAECBAgQIECAAIEDAhqAB9BMIUCAQHSBloZcynFEU25vrxF7RK+H+AkQIECAAAECBAgQIHClgAbglbrWJkCAwGQCe824HO6optzefqP2yXF7JECAAAECBAgQIECAAIFfBTQAfzVxhAABAq8U2GvG5aRHNeVq+43aI8fskQABAgQIECBAgAABAgTKAhqAZRtnCBAg8AqBWiNumeDIplxtz5H7LOP3nAABAgQIECBAgAABAgS2BTQAt10cJUCAwCsEao24nODohlxtz9F75Rw8EiBAgAABAgQIECBAgEBZQAOwbOMMAQIEwgrUmnDLpEY25Pb2HLnXMgfPCRAgQIAAAQIECBAgQKAuoAFY93GWAAEC4QT2GnEpodHNuL09R+8XrigCJkCAAAECBAgQIECAwIMCGoAP4tuaAAECIwX2mnB5r9HNuL19R++X8/BIgAABAgQIECBAgAABAm0CGoBtTkYRIEBgaoG9JlwK/opG3N6+V+w5dSEER4AAAQIECBAgQIAAgQkFNAAnLIqQCBAg0Cqw14DL61zRiNvb+4o9cz4eCRAgQIAAAQIECBAgQKBdQAOw3cpIAgQITCWw14BLwV7VhNvb+6p9pyqAYAgQIECAAAECBAgQIBBEQAMwSKGESYAAgSyw13zL465qwu3tf9W+OS+PBAgQIECAAAECBAgQINAnoAHY52U0AQIEHhXYa76l4K5swO3tf+Xej8LbnAABAgQIECBAgAABAoEFNAADF0/oBAh8R2Cv8ZYlrmzA1WK4ct+cm0cCBAgQIECAAAECBAgQOCagAXjMzSwCBAjcJlBrvOUgrm7A1WK4eu+co0cCBAgQIECAAAECBAgQOCagAXjMzSwCBAhcLlBrui03v7oBV4vj6r2XeXpOgAABAgQIECBAgAABAscENACPuZlFgACBSwVqTbe88R3Nt1ocd+yfc/VIgAABAgQIECBAgAABAscFNACP25lJgACB4QK1httyszuab7VY7th/ma/nBAgQIECAAAECBAgQIHBcQAPwuJ2ZBAgQGCpQa7jlje5qvNViuSuGnLNHAgQIECBAgAABAgQIEDgn8Pu56WYTIECAwAiBWsMtr39X460Wy10x5Jw9EiBAgAABAgQIECBAgMB5Ad8APG9oBQIECJwSqDXc0sKzNN1mieMUtskECBAgQIAAAQIECBD4oIAG4AeLLmUCBOYQ2Gv8pShnabrNEscclRMFAQIECBAgQIAAAQIEYgn4E+BY9RItAQIvEYjU/HsJuTQIECBAgAABAgQIECDwWQENwM+WXuIECDwloPn3lLx9CRAgQIAAAQIECBAg8E0BfwL8zbrLmgCBhwT2mn/+1PahwtiWAAECBAgQIECAAAECLxbQAHxxcaVGgMA8AnuNvxSp5t889RIJAQIECBAgQIAAAQIE3iTgT4DfVE25ECAwpYDm35RlERQBAgQIECBAgAABAgQ+I6AB+JlSS5QAgbsFUuMvYvNv/U3E9eu7He1HgAABAgQIECBAgAABAucE/AnwOT+zCRAgsCkQsfG3TETTb6nhOQECBAgQIECAAAECBGIL+AZg7PqJngCBCQWiN/8mJBUSAQIECBAgQIAAAQIECJwQ8A3AE3imEiBAYCmg8bfU8JwAAQIECBAgQIAAAQIEZhHwDcBZKiEOAgRCC2j+hS6f4AkQIECAAAECBAgQIPBqAd8AfHV5JUeAwNUCLY2/FIN/p97VlbA+AQIECBAgQIAAAQIECJQENABLMo4TIEBgR6Cl+afxt4PoNAECBAgQIECAAAECBAhcLqABeDmxDQgQeJtAS+Mv5az597bKy4cAAQIECBAgQIAAAQIxBTQAY9ZN1AQIPCTQ0vzT+HuoOLYlQIAAAQIECBAgQIAAgU0B/xGQTRYHCRAg8KuA5t+vJo4QIECAAAECBAgQIECAwPwCvgE4f41ESIDAwwItjb8Uom/+PVwo2xMgQIAAAQIECBAgQIDApoAG4CaLgwQIEPhToKX5p/HnaiFAgAABAgQIECBAgACBmQX8CfDM1REbAQKPCmj+PcpvcwIECBAgQIAAAQIECBAYJOAbgIMgLUOAwLsE9pp/vvX3rnrLhgABAgQIECBAgAABAm8W0AB8c3XlRoBAt8Be4y8tqPnXzWoCAQIECBAgQIAAAQIECDwo4E+AH8S3NQECcwlo/s1VD9EQIECAAAECBAgQIECAwBgBDcAxjlYhQCC4gOZf8AIKnwABAgQIECBAgAABAgSKAv4EuEjjBAECXxHYa/75k9+vXAnyJECAAAECBAgQIECAwDsFfAPwnXWVFQECjQKaf41QhhEgQIAAAQIECBAgQIBAWAENwLClEzgBAlcL+Obf1cLWJ0CAAAECBAgQIECAAIE7BDQA71C2BwEC4QQ0/8KVTMAECBAgQIAAAQIECBAgUBDQACzAOEyAwDcE1o2+9Hp97BsSsiRAgAABAgQIECBAgACBtwr4j4C8tbLyIkCgWUDDr5nKQAIECBAgQIAAAQIECBAIKOAbgAGLJmQCBAgQIECAAAECBAgQIECAAAECrQIagK1SxhEgQIAAAQIECBAgQIAAAQIECBAIKOBPgAMWTcjxBH78+PGPoP3J6T84vCBAgAABAgQIECBAgAABAgQuFNAAvBDX0nMKrJtxT0SZYtAEfELengQIECBAgAABAgQIECBA4HsC/gT4ezX/dMYzNP8+XQDJEyBAgAABAgQIECBAgAABArcLaADeTm5DAgQIECBAgAABAgQIECBAgAABAvcJaADeZ20nAn8J+PPfvyg8IUCAAAECBAgQIECAAAECBC4W8O8AvBjY8gSWAhp/Sw3PCRAgQIAAAQIECBAgQIAAgTsENADvULbHNAKpAdf67wHUrJumbAIhQIAAAQIECBAgQIAAAQIETgj8+Nnk+OPEfFMJvEKg1BT09nhFeSVBgAABAgQIECBAgAABAgQ+LeDfAfjp8ks+C6RG31azr9QYzPM8EiBAgAABAgQIECBAgAABAgRmF9AAnL1C4iNAgAABAgQIECBAgAABAgQIECBwQkAD8ASeqQQIECBAgAABAgQIECBAgAABAgRmF9AAnL1C4iNAgAABAgQIECBAgAABAgQIECBwQkAD8ASeqQQIECBAgAABAgQIECBAgAABAgRmF9AAnL1C4iNAgAABAgQIECBAgAABAgQIECBwQkAD8ASeqQQIECBAgAABAgQIECBAgAABAgRmF9AAnL1C4ntc4MePH4/HIAACBAgQIECAAAECBAgQIECAwFEBDcCjcua9UuCPP/54ZV6SIkCAAAECBAgQIECAAAECBL4roAH43drLnAABAgQIECBAgAABAgQIECBA4AMCGoAfKLIUCRAgQIAAAQIECBAgQIAAAQIEviugAfjd2su8Q2D57wFMz/M/HUsYSoAAAQIECBAgQIAAAQIECBB4READ8BF2m0YVWDYCUw7r11HzEjcBAgQIECBAgAABAgQIECDwXgENwPfWVmYHBUr/IRDNvoOgphEgQIAAAQIECBAgQIAAAQKPCmgAPspvcwIECBAgQIAAAQIECBAgQIAAAQLXCmgAXutr9ZcLlL4t+PK0pUeAAAECBAgQIECAAAECBAgEEtAADFQsoc4loPk3Vz1EQ4AAAQIECBAgQIAAAQIECGwLaABuuzj6cYG95t7e+Y/zSZ8AAQIECBAgQIAAAQIECBCYSEADcKJiCGUugVKTr3R8ruhFQ4AAAQIECBAgQIAAAQIECBD4U+BfIL4tsP4v22pu/fN6SB5LIz7/9PGKAAECBAgQIECAAAECBAgQmF/gx8+Gxh/zhynC0QLLptZ6bZfEWsRrAgQIECBAgAABAgQIECBAgEBcAd8AjFu7Q5HXGn+HFjSJAAECBAgQIECAAAECBAgQIEBgagENwKnLMyY4Tb8xjlYhQIAAAQIECBAgQIAAAQIECEQU0ACMWLXGmI80/vz5byOuYQQIECBAgAABAgQIECBAgACBIAIagEEK1ROmxl+PlrEECBAgQIAAAQIECBAgQIAAgXcLaAC+rL69zT/f+HvZBXBDOutrzDV0A7otCBAgQIAAAQIECBAgQIDACQENwBN4s01dN2ZK8WnYlGQc3xPYusbSMdfUnpzzBAgQIECAAAECBAgQIEDgOQENwOfsh+681ZhZb6BJsxbxmgABAgQIECBAgAABAgQIECDwfgENwBfUeK/5p/H3giJL4RKB9XvHe+USZosSIECAAAECBAgQIECAwMMCvz+8v+1PCqwbGMvlUjNDQ2Mp4vlVArXr8Ko9z6yb4t2KeevYmX3MJUCAAAECBAgQIECAAAECMwhoAM5QhYMx1JoVGn8HUU2rCtSuq9r1WF30xpMpxghx3khiKwIECBAgQIAAAQIECBD4gIAGYNAi15oYtSZN0HSFPZFA7fqqXZdPpqDx96S+vQkQIECAAAECBAgQIEDgaQENwKcrMHj/WnNm8FaW+7BA7TqbrdnW05Ss5fXhckudAAECBAgQIECAAAECBIILaAAGLGCpoaF5EbCYgUPeu95K1+mdKbfGkHLZy+fOuO1FgAABAgQIECBAgAABAgRGCmgAjtS8Ya3WhsYNodiCwG7T7KnrNe3bsrfGn4uYAAECBAgQIECAAAECBL4g8OPnL8B/fCHRN+RYa2go4xsqHDeH2rWZsrrr+tyLIwvfFU/ezyMBAgQIECBAgAABAgQIEHhSwDcAn9QftLdmxiBIyxwW2LsGWxtzhwP4ObF1j71Yz8RgLgECBAgQIECAAAECBAgQmFHgXzMGJaZfBVqbG7/OjHfkaK4aO8/WOvsfrd/R6Fv3y/Ed3cc8AgQIECBAgAABAgQIECAQVcA3AANUrtbgeFtTo5brXqnOzN1b2/nzAqPrk9ZrXfNt75Pz1bACAQIECBAgQIAAAQIECHxJQAMwcLU1NQIX78Wh167L1obdHk/rOimWWjx7+zhPgAABAgQIECBAgAABAgTeIKABOHkVS40OTY3JC/fx8GrXZ+mabiFLc1vma/y1aBpDgAABAgQIECBAgAABAl8R8O8A/EqlT+a5brrUGjxntkrrrvc6s94sc2s5XWX5dO61WiaPnrxrfus8e9Zdz/WaAAECBAgQIECAAAECBAi8UeDHz1+W/3hjYm/IqdT0uLtks8SxrOmMMS3jWz4vxbocc3dNl3tf/byW/17etbnruPfWWo/3mgABAgQIECBAgAABAgQIfEXAnwBPWumexseVKcwSxzLHUkwaQEuleZ7X6lKqZYq+dm6ZXVq/tsdyrOcECBAgQIAAAQIECBAgQOCLAhqAE1a91vi4s9FRi2NCNiFNLNBz3abrrvXa61l3Yh6hESBAgAABAgQIECBAgACBSwU0AC/lHbu4Zkf5W2Ez2+zFtnd+7FU032q52dfb+Pu623yVFBEBAgQIECBAgAABAgQIzCrgPwIyWWVyM+TJsGaI4cn8r9g7NavWrl9rYG0ZZOu1TT6+fvya2Tp/rwkQIECAAAECBAgQIECAwBEBDcAjag/Muavx0dqIeYDglwZajuEum7zf0ccocR7Nr2VeMjhyjbFr0TWGAAECBAgQIECAAAECBAhsC/gT4G2XR46WGiN3NT9K+z+C0bjpXTaN4RjWINBTszS2Z3zD9oYQIECAAAECBAgQIECAAIHPCfgG4OdKvp3w7M2/2ePbVnV0LdBaR02/tZzXBAgQIECAAAECBAgQIEDguIBvAB63Gzqz1Bi5oxFS2jsneEcMea+tx1J8T8e1FatjZYFSHbdm9Izdmu8YAQIECBAgQIAAAQIECBAg8LeABuDfFp98ttdoqTXZ9uaOAL1jjxFxWqMskGp4pI5H5pSjcIYAAQIECBAgQIAAAQIECHxXQANw4trXmm8jwq41WNLey/2Xz0fsfXaN2eI5m88b57c2/mq1rF2jbzSTEwECBAgQIECAAAECBAgQuEJAA/AK1c41n2hy1PasNWQ6Uzs1vBbjqYVNvlQg1a21dvlay49bgbWutTXXMQIECBAgQIAAAQIECBAgQOC33zQAJ70Kag2RsyHXGiq9+9bWOhNnbd3eGM/EYW67QKpZrW7LlVIN13Vcv16Ob103zclx9MxZ7uU5AQIECBAgQIAAAQIECBB4m4AG4MMVvbtJUduv1oC5kylCjHd6zL5XqletZsv4txp/6/PL18vnLXusx6xfL9fznAABAgQIECBAgAABAgQIfEVAA3DCSl/ViKs1Q1r2LI2prdvLW1urtH/vHsaPEUi1qtVruUuqXWv9auNa91vu7TkBAgQIECBAgAABAgQIEPi6wL++DvCF/PeaJrWGy50+tThnifFOjxn3qtVoK96jdUvzSnvl40fX3orTMQIECBAgQIAAAQIECBAg8GYB3wB8c3V/5pabJaU0e5sopfFpn729SjGk47W5pT1r6zk3XqBWo/VuqWZn67Y3/+w1t47ZawIECBAgQIAAAQIECBAg8FYB3wB8a2V/5rXXsNlrsByhyXu2rp3Hl/ZqXac03/F7BUbXK623d43k86P3vlfObgQIECBAgAABAgQIECBA4DoBDcDrbB9dOTdFSkGcaZb0NGVK+7ccPxNjy/rGjBW4ql4t11vKZO+aH5ut1QgQIECAAAECBAgQIECAQBwBfwIcp1ZNkaYmyF4jZESjZsQatYSuXr+2t3N9AqlWV9fr6vX7MjaaAAECBAgQIECAAAECBAjEEtAAjFWvYrQtjb80eWQj5arGz8gYi2BOdAts1WXrWPfCjROuut4atzeMAAECBAgQIECAAAECBAiEFfAnwGFL93fge9/4yyOvatakdVtjyLGUHq+KsbSf430CM9QnxzDqmusTMJoAAQIECBAgQIAAAQIECMQT0ACMV7O/Im5tgOSGyV8TL3iS92iNaR1Cnr8+7jWBkkC+Zo5ec6V1HSdAgAABAgQIECBAgAABAm8T0ACcsKK5oZEbHMsQ87nlsdrzrTVq48+eu3u/s/GaH18gXXO974v4WcuAAAECBAgQIECAAAECBAi0C2gAtlvdPvJMU0Mj7vZy2fBBAU3AB/FtTYAAAQIECBAgQIAAAQLTC2gATl+ivgA1/vq8jH6PQL72l43zfOw9WcqEAAECBAgQIECAAAECBAj0C2gA9ptNOUOjY8qyCOoBAe+FB9BtSYAAAQIECBAgQIAAAQJTC/w+dXQfCO5ssyLNP7vGB5ilSIAAAQIECBAgQIAAAQIECBD4rIBvAE5Q+q0G3vLPGNchbo1fj/GaAAECBAgQIECAAAECBAgQIECAQBLQAJz0OtDkm7QwwiJAgAABAgQIECBAgAABAgQIBBPwJ8DBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAjoAHYo2UsAQIECBAgQIAAAQIECBAgQIAAgWACGoDBCiZcAgQIECBAgAABAgQIECBAgAABAj0CGoA9WsYSIECAAAECBAgQIECAAAECBAgQCCagARisYMIlQIAAAQIECBAgQIAAAQIECBAg0COgAdijZSwBAgQIECBAgAABAgQIECBAgACBYAIagMEKJlwCBAgQIECAAAECBAgQIECAAAECPQIagD1axhIgQIAAAQIECBAgQIAAAQIECBAIJqABGKxgwiVAgAABAgQIECBAgAABAgQIECDQI6AB2KNlLAECBAgQIECAAAECBAgQIECAAIFgAhqAwQomXAIECBAgQIAAAQIECBAgQIAAAQI9AhqAPVrGEiBAgAABAgQIECBAgAABAgQIEAgmoAEYrGDCJUCAAAECBAgQIECAAAECBAgQINAj8P8BRTk9KK6ftVcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.4.somemath.png')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "通过矩阵转置与点乘快速解决"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.5.update.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.6.update2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.7.update3.png')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.8.update4.png')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.9.extra.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Perceptron Algo:\n",
    "\n",
    "$$ activation = bias + \\sum_{i=1}^{n} weight_{i} * x_{i}$$\n",
    "\n",
    "\n",
    "prediction  = 1.0 if activation ≥ 0.0 else 0.0\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "using stochastic gradien descent(随机梯度下降)进行系数优化：\n",
    "\n",
    "\n",
    "$$ w=w +learning\\; rate*(expected - predicted)*x$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(row, weights):\n",
    "\tactivation = weights[0]\n",
    "\tfor i in range(len(row)-1):\n",
    "\t\tactivation += weights[i + 1] * row[i]\n",
    "\treturn 1.0 if activation >= 0.0 else 0.0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Our Expected is : 0 , Our Prediction is 0:\n",
      "Our Expected is : 0 , Our Prediction is 0:\n",
      "Our Expected is : 0 , Our Prediction is 0:\n",
      "Our Expected is : 0 , Our Prediction is 0:\n",
      "Our Expected is : 0 , Our Prediction is 0:\n",
      "Our Expected is : 1 , Our Prediction is 1:\n",
      "Our Expected is : 1 , Our Prediction is 1:\n",
      "Our Expected is : 1 , Our Prediction is 1:\n",
      "Our Expected is : 1 , Our Prediction is 1:\n"
     ]
    }
   ],
   "source": [
    "# 瞎写的一种二分数据\n",
    "dataset = [[2.78,2.55,0],\n",
    "           [1.47,2.36,0],\n",
    "           [1.39,1.85,0],\n",
    "           [3.06,3.01,0],\n",
    "           [7.63,2.76,0],\n",
    "           [5.33,2.09,1],\n",
    "           [6.93,1.76,1],\n",
    "           [8.76,-0.77,1],\n",
    "           [7.66,2.46,1]]\n",
    "# 瞎写的权重\n",
    "# weights = [-0.1,0.20,-0.25]\n",
    "weights = [2.0,0.569,-2.38]\n",
    "\n",
    "# 竟然可以进行预测！\n",
    "for row in dataset:\n",
    "    prediction = predict(row,weights)\n",
    "    print(\"Our Expected is : %d , Our Prediction is %d:\" %(row[-1],prediction))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "本质上我们会发现这个是一个线形模型（Linear Algorithms）\n",
    "\n",
    "$$activation = (w_1 * X_1) + (w_2 * X_2) +bias  $$\n",
    "\n",
    "$$activation = (0.20 * X_1) + (-0.25 * X_2) +(-0.1)  $$\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "learning rate:$w_i$的每次更新的程度<br>\n",
    "epochs：更新的次数\n",
    "\n",
    "loop:\n",
    "1.每一个epoch需要循环\n",
    "2.每一个epoch里面的每一行训练数据需要循环\n",
    "3.每一个epoch里面的每一行数据的更新权重需要循环\n",
    "\n",
    "w与bias的更新公式如下：\n",
    "\n",
    "\n",
    "$$w(t+1) = w(t) +learning\\;rate *(expected(t)-predicted(t))*x(t)$$\n",
    "$$bias(t+1) = bias(t) +learning\\;rate *(expected(t)-predicted(t))$$\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "def opt_weights(train,learning_rate,how_many_epoch):\n",
    "    weights = [0.0 for i in range(len(train[0]))]\n",
    "    for epoch in range(how_many_epoch):\n",
    "        sum_error = 0\n",
    "        for row in train:\n",
    "            prediction = predict(row,weights)\n",
    "            error = row[-1]- prediction\n",
    "            sum_error += error**2\n",
    "            weights[0] = weights[0] + learning_rate* error\n",
    "            for i in range(len(row)-1):\n",
    "                weights[i+1] = weights[i+1] + learning_rate * error* row[i]\n",
    "        print('This is epoch: %d, our learning_rate is : %.4f, the error is : %.4f' % (epoch,learning_rate,sum_error))\n",
    "    return weights\n",
    "        \n",
    "            \n",
    "            \n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}